In this lab, we will go over regularization, classification and performance metrics. We will be using the caret package in R. https://topepo.github.io/caret/train-models-by-tag.html
Randomly split the training data into k folds. If you specify 10 folds, then you split the data into 10 partitions. Train the model on 9 of those partitions, and test your model on the 10th partition. Iterate through until every partition has been held out.
A smaller k is more biased, but a larger k can be very variable.
Sample with replacement. Some samples may be represented several times within the boostrap sample, while others may not be represented at all. The samples that are not selected are called out of bag samples.
Boostrap error rates usually have less uncertainty than k-fold cross validation, but higher bias.
Deviation of the observed value to the true value (population mean)
Deviation of the observed value to the estimated value (sample mean) \[residual=y_i - \hat{y_i}\] where \(\hat{y_i}\) is the estimated value
\[MSE=\frac{1}{n}\sum_{i=1}^{n}(y_i - \hat{y_i})^2\]
Same units as original data.
\[RMSE=\sqrt{MSE}\]
Proportion of information explained by the model. It is a measure of correlation, not accuracy. \[1-RSS/TSS\]
\[Ridge Regression=\sum_{i=1}^{n}(y_i - w_0 - \sum_{j=1}^{p}w_jx_{ij})^2 + \lambda\sum_{j=1}^p(w_j)^2\]
\[Lasso Regression=\sum_{i=1}^{n}(y_i - w_0 - \sum_{j=1}^{p}w_jx_{ij})^2 + \lambda\sum_{j=1}^p|w_j|\]
TP = True Positives TN = True Negatives FP = False Positives - Type I error FN = False Negatives - Type II error N = actual negative samples P = actual positive samples
\[TPR=TP/(TP + FN)\]
\[TNR=TN/(TN + FP)\]
Plot of True Positive Rate (sensitivity) against False Positive Rate, or plots the True Positive Rate (sensitivity) against specificity.
Either way, a good ROC curves up through the left corner, and has a large area underneath.
The area underneath the ROC curve
\[P(X)=e^{w_0 + w_1X}/{1+e^{w_0+w_1X}}\]
Split the data into training and test. Set test aside.
Fit a good model to the training data. This includes using bootstapping, cross validation etc. to resample the training data and fit a good model.
Visualize if your model learned on the training data by looking at ROC curve and AUC.
Test how your model performs on the test data.
Start with several models that are the least interpretable and the most flexible, like boosted trees and svms. These models are the often the most accurate.
Investigate simpler models that are less opaque, like partial least squares, generalized additive models, or naive bayes models.
Consider using the simplest model that reasonable approximates the performance of more complex models
head(airquality)
## Ozone Solar.R Wind Temp Month Day
## 1 41 190 7.4 67 5 1
## 2 36 118 8.0 72 5 2
## 3 12 149 12.6 74 5 3
## 4 18 313 11.5 62 5 4
## 5 NA NA 14.3 56 5 5
## 6 28 NA 14.9 66 5 6
Split data into training and test set
train_size <- floor(0.75 * nrow(airquality))
set.seed(543)
train_pos <- sample(seq_len(nrow(airquality)), size = train_size)
train_regression <- airquality[train_pos,-c(1,2)]#remove first two columns
test_regression <- airquality[-train_pos,-c(1,2)]
dim(train_regression)
## [1] 114 4
dim(test_regression)
## [1] 39 4
#train_regression
dim(train_regression)
## [1] 114 4
(method = boot, cv, LOOCV …)
?trainControl
\[Ridge Regression=\sum_{i=1}^{n}(y_i - w_0 - \sum_{j=1}^{p}w_jx_{ij})^2 + \lambda\sum_{j=1}^p(w_j)^2\] 2. Create and train model
ctrl = trainControl(method = "boot", 15)
# bootstrapped 15 repititions
Ridge_regression <- train(Temp ~ Wind + Month, data = train_regression,
method = 'ridge', trControl= ctrl)
Ridge_regression
## Ridge Regression
##
## 114 samples
## 2 predictor
##
## No pre-processing
## Resampling: Bootstrapped (15 reps)
## Summary of sample sizes: 114, 114, 114, 114, 114, 114, ...
## Resampling results across tuning parameters:
##
## lambda RMSE Rsquared MAE
## 0e+00 8.185003 0.2868549 6.716834
## 1e-04 8.185000 0.2868560 6.716832
## 1e-01 8.182914 0.2877921 6.715122
##
## RMSE was used to select the optimal model using the smallest value.
## The final value used for the model was lambda = 0.1.
Examine the residuals
ridge_test_pred <- predict(Ridge_regression, newdata = test_regression)
# plot the predicted values vs the observed values
plot_ridge_test_pred <- data.frame(Temp_test_pred = ridge_test_pred,
Observed_Temp = test_regression$Temp)
#dim(plot_ridge_test_pred)
ggplot(data = plot_ridge_test_pred) +
geom_point(aes(x=Observed_Temp, y = Temp_test_pred)) +
ggtitle("True Temp Value vs Predicted Temp Value Ridge Regression") +
theme_bw()
# median residual value should be close to zero
median(resid(Ridge_regression))
## [1] 0.2348498
\[Lasso Regression=\sum_{i=1}^{n}(y_i - w_0 - \sum_{j=1}^{p}w_jx_{ij})^2 + \lambda\sum_{j=1}^p|w_j|\] 2. Create and train model
ctrl = trainControl(method = "boot", 9)
# bootstrapped 15 repititions
Lasso_regression <- train(Temp ~ Wind + Month, data = train_regression,
method = 'lasso', trControl= ctrl)
Lasso_regression
## The lasso
##
## 114 samples
## 2 predictor
##
## No pre-processing
## Resampling: Bootstrapped (9 reps)
## Summary of sample sizes: 114, 114, 114, 114, 114, 114, ...
## Resampling results across tuning parameters:
##
## fraction RMSE Rsquared MAE
## 0.1 8.832033 0.1630620 7.093072
## 0.5 8.242107 0.1968353 6.664605
## 0.9 8.151890 0.2065470 6.556639
##
## RMSE was used to select the optimal model using the smallest value.
## The final value used for the model was fraction = 0.9.
Examine the residuals (on test):
lasso_test_pred <- predict(Lasso_regression, newdata = test_regression)
# plot the predicted values vs the observed values
plot_lasso_test_pred <- data.frame(Temp_test_pred_lasso = lasso_test_pred,
Observed_Temp = test_regression$Temp)
#dim(plot_lasso_test_pred)
ggplot(data = plot_lasso_test_pred) +
geom_point(aes(x=Observed_Temp, y = Temp_test_pred_lasso)) +
ggtitle("True Temp Value vs Predicted Temp Value Lasso Regression") +
theme_bw()
# median residual value should be close to zero
median(resid(Lasso_regression))
## [1] 0.07194436
data(iris)
#split into training and test set
train_size <- floor(0.75 * nrow(iris))
set.seed(543)
train_pos <- sample(seq_len(nrow(iris)), size = train_size)
train_pos
## [1] 103 99 113 132 112 104 94 143 60 147 76 5 59 92 111 128 86
## [18] 123 36 77 93 9 21 25 13 138 56 129 87 54 105 65 52 145
## [35] 144 110 95 38 88 72 89 18 140 6 42 7 127 83 14 69 130
## [52] 71 39 20 48 109 51 120 23 97 119 15 27 47 133 17 75 64
## [69] 100 19 117 98 106 40 62 114 43 135 149 150 108 37 67 32 146
## [86] 122 91 3 11 73 96 115 33 22 29 84 30 68 61 55 118 121
## [103] 148 24 10 50 57 53 80 44 34 74
#???vector with 117 indexes of randomly sampled train set observations
train_classifier <- iris[train_pos,]
test_classifier <- iris[-train_pos,]
dim(train_classifier) #112x5
## [1] 112 5
dim(test_classifier) #38x5
## [1] 38 5
Let’s see if our (unsplitted) data follows the assumptions of LDA.
slength <- ggplot(data = iris, aes(x = Sepal.Length, fill = Species)) +
geom_histogram(position="identity", alpha=0.5, bins= 25) +
ggtitle("Sepal Length by iris species")+
theme_bw()
slength
swidth <- ggplot(data = iris, aes(x = Sepal.Width, fill = Species)) +
geom_histogram(position="identity", alpha=0.5, bins= 25) +
ggtitle("Sepal width by iris species")+
theme_bw()
swidth
plength <- ggplot(data = iris, aes(x = Petal.Length, fill = Species)) +
geom_histogram(position="identity", alpha=0.5, bins= 25) +
ggtitle("Petal lenth by iris species")+
theme_bw()
plength
pwidth <- ggplot(data = iris, aes(x = Petal.Width, fill = Species)) +
geom_histogram(position="identity", alpha=0.5, bins= 25) +
ggtitle("Petal width by iris species")+
theme_bw()
pwidth
grid.arrange(slength, swidth, plength, pwidth)
Note Conclusion on LDA suitability check with Xj histograms: n is rather small each level of response distribution is close to normal more than 2 levels of response Y well separated classes?..
LDA analysis on train set:
Note: lda(y~ x1+x2…, data, cv=T)
LDA <- lda(Species~ Sepal.Length + Sepal.Width + Petal.Length + Petal.Width,
data= train_classifier, cv= T)
LDA
## Call:
## lda(Species ~ Sepal.Length + Sepal.Width + Petal.Length + Petal.Width,
## data = train_classifier, cv = T)
##
## Prior probabilities of groups:
## setosa versicolor virginica
## 0.3214286 0.3571429 0.3214286
##
## Group means:
## Sepal.Length Sepal.Width Petal.Length Petal.Width
## setosa 5.002778 3.441667 1.441667 0.2472222
## versicolor 5.975000 2.802500 4.297500 1.3425000
## virginica 6.625000 2.961111 5.602778 2.0166667
##
## Coefficients of linear discriminants:
## LD1 LD2
## Sepal.Length 0.8688807 0.0250930
## Sepal.Width 1.3090031 2.2033404
## Petal.Length -2.1733913 -0.9306213
## Petal.Width -2.9542135 2.9217844
##
## Proportion of trace:
## LD1 LD2
## 0.9925 0.0075
Note Conclusion of LDA: * ‘LDA probabilities of groups’ shows ~equally represented class/response levels * ‘Group means’ ?????? Xj not really normally distributed * ‘Proportion of trace’ - percentage separation achieved by each discriminant function.Number of discriminant functions=(j-1), where j is a number levels in the response. Therefore, in LDA j>2.
!LD1 function is the best to explain the data variance. Sepal.length and Sepal.width are the two variables with positive strong relationship with this function.
#predict the species of the test data
LDA_predict <- predict(LDA, newdata=test_classifier)
LDA_predict
## $class
## [1] setosa setosa setosa setosa setosa setosa
## [7] setosa setosa setosa setosa setosa setosa
## [13] setosa setosa versicolor versicolor versicolor versicolor
## [19] versicolor versicolor versicolor versicolor versicolor versicolor
## [25] virginica virginica virginica virginica virginica virginica
## [31] virginica virginica versicolor virginica virginica virginica
## [37] virginica virginica
## Levels: setosa versicolor virginica
##
## $posterior
## setosa versicolor virginica
## 1 1.000000e+00 8.927588e-22 1.502714e-42
## 2 1.000000e+00 5.608958e-18 7.859057e-38
## 4 1.000000e+00 1.340664e-16 8.780825e-36
## 8 1.000000e+00 7.063790e-20 4.874210e-40
## 12 1.000000e+00 3.071910e-18 9.278990e-38
## 16 1.000000e+00 2.450746e-26 1.808054e-47
## 26 1.000000e+00 1.741777e-16 8.142385e-36
## 28 1.000000e+00 3.298574e-21 8.515021e-42
## 31 1.000000e+00 2.177639e-16 1.541993e-35
## 35 1.000000e+00 1.139046e-17 2.613655e-37
## 41 1.000000e+00 3.067677e-21 1.548311e-41
## 45 1.000000e+00 8.513016e-17 6.298481e-35
## 46 1.000000e+00 1.619854e-16 1.480553e-35
## 49 1.000000e+00 8.466069e-23 8.730428e-44
## 58 1.428152e-13 1.000000e+00 3.990264e-08
## 63 2.374740e-17 9.999997e-01 3.470145e-07
## 66 2.056260e-17 9.999767e-01 2.334426e-05
## 70 4.162354e-17 9.999987e-01 1.266945e-06
## 78 5.219725e-27 7.577590e-01 2.422410e-01
## 79 3.553343e-23 9.952595e-01 4.740522e-03
## 81 3.715969e-17 9.999989e-01 1.097426e-06
## 82 3.965139e-15 9.999999e-01 1.096980e-07
## 85 1.036329e-24 9.716164e-01 2.838356e-02
## 90 1.350592e-20 9.999173e-01 8.267215e-05
## 101 5.859828e-53 3.814340e-09 1.000000e+00
## 102 5.479761e-38 1.245695e-03 9.987543e-01
## 107 5.707472e-33 6.378269e-02 9.362173e-01
## 116 8.008099e-41 1.986249e-05 9.999801e-01
## 124 3.240609e-31 1.348781e-01 8.651219e-01
## 125 4.511111e-40 7.110302e-05 9.999289e-01
## 126 9.318183e-37 2.895450e-03 9.971045e-01
## 131 9.974593e-42 1.875211e-04 9.998125e-01
## 134 2.332648e-28 8.097276e-01 1.902724e-01
## 136 8.719380e-46 2.112584e-06 9.999979e-01
## 137 2.102117e-45 5.219049e-07 9.999995e-01
## 139 2.649695e-29 2.178681e-01 7.821319e-01
## 141 1.371274e-45 9.014290e-07 9.999991e-01
## 142 1.702640e-36 4.062736e-04 9.995937e-01
##
## $x
## LD1 LD2
## 1 8.09659797 0.24247894
## 2 7.26832029 -0.86420986
## 4 6.92121725 -0.74446585
## 8 7.66147047 -0.07342653
## 12 7.27035519 -0.17150726
## 16 8.98784735 2.73183587
## 26 6.92053011 -1.04782483
## 28 7.96614692 0.15192611
## 31 6.87765427 -0.83250938
## 35 7.18188147 -0.73693795
## 41 7.93162767 0.62521022
## 45 6.81176056 1.02252730
## 46 6.88601087 -0.57454072
## 49 8.31483561 0.59510349
## 58 -0.00989576 -1.61696704
## 63 -0.83730146 -2.68146774
## 66 -1.10202409 0.11556898
## 70 -0.87023505 -1.64526224
## 78 -3.42322321 0.21339749
## 79 -2.48480169 -0.14354788
## 81 -0.87068430 -1.77504345
## 82 -0.35792383 -1.97415976
## 85 -2.87522982 0.06173036
## 90 -1.76530495 -1.15647678
## 101 -7.91483665 2.27116866
## 102 -5.40609861 0.02110643
## 107 -4.55501442 -0.46812946
## 116 -5.84663229 2.12042195
## 124 -4.24155864 -0.07240126
## 125 -5.73358157 1.39167848
## 126 -5.19579484 0.02816921
## 131 -6.05838040 -0.64903204
## 134 -3.65907254 -0.91472681
## 136 -6.71760097 0.96787771
## 137 -6.61915848 2.57157278
## 139 -3.89218282 0.67413510
## 141 -6.66430711 1.92060786
## 142 -5.10841398 2.09875866
Notes (https://www.displayr.com/linear-discriminant-analysis-in-r-an-introduction/):
LDA OUTPUT FOR VALIDATION SET:
$class - shows actual class level (in validation set)
$posterior - is the regressional weight for each indexed observation in validation set. The highest score predicts the sub-class.
ONE CAN COMPARE class=actual vs. posterior=predicted (in valid.set)
*2 LD functions are run parallely for each n. Mean LD1 and LD2 (for each n) is calculated next and the best LD function is selected (‘LD trace’. Tracing that LD one can see the features strongly correlated with it) .
3(=Yj) mean d.scores are collected for each feature (Xi). It will be a df [j:i]. The highest disc score will reveal the ‘j’ sub-class prediction. R^2 correlation coefficient is calculated for this prediction. All R^2 scores are collected (one for each feature, a vector with i length). The highest R^2 score identifies the discriminating attribute.
Thus, LDA is not only a supervised classifing method but also a dimension reduction technique as well (for not large n sample with independent and normally distr-ed Xi and Yj>2).
$x LD1 and LD2 -linear discriminants (remember that in this case with 3 classes we have at most two linear discriminants) are combination coefficients for each of indexed observation in validation set.
**** $singular values (svd) - gives the ratio of the between- and within-group standard deviations on the linear discriminant variables (LDs). {not shown in this output} ***** $prop -We can use the singular values to compute the amount of the between-group variance that is explained by each linear discriminant. In our example we see that the first linear discriminant explains more than {99%} of the between-group variance in the iris dataset. {not shown in this output}
Confusion Matrix A confusion matrix is a technique for summarizing the performance of a classification algorithm. Classification accuracy alone can be misleading if you have an unequal number of observations in each class or if you have more than two classes in your dataset.
#?confusionMatrix()
#install.packages("e1071")
confusionMatrix(LDA_predict$class, reference = test_classifier$Species)
## Confusion Matrix and Statistics
##
## Reference
## Prediction setosa versicolor virginica
## setosa 14 0 0
## versicolor 0 10 1
## virginica 0 0 13
##
## Overall Statistics
##
## Accuracy : 0.9737
## 95% CI : (0.8619, 0.9993)
## No Information Rate : 0.3684
## P-Value [Acc > NIR] : 2.196e-15
##
## Kappa : 0.9603
##
## Mcnemar's Test P-Value : NA
##
## Statistics by Class:
##
## Class: setosa Class: versicolor Class: virginica
## Sensitivity 1.0000 1.0000 0.9286
## Specificity 1.0000 0.9643 1.0000
## Pos Pred Value 1.0000 0.9091 1.0000
## Neg Pred Value 1.0000 1.0000 0.9600
## Prevalence 0.3684 0.2632 0.3684
## Detection Rate 0.3684 0.2632 0.3421
## Detection Prevalence 0.3684 0.2895 0.3421
## Balanced Accuracy 1.0000 0.9821 0.9643
#Activation function maps Pred.score [-int:+int] to Probability (0 of PS mamps to 0.5 of Prob. Max of PS maps to max of Prob.=1, same for the mins.)
# LDA_predict$posterior = df[idx:PredScore for each 3Species] = df[38:3], where index is not incl in the dataframe
# save the predictions in a new variable
predictions <- as.data.frame(LDA_predict$posterior) %>%
rownames_to_column("idx") # rownames (indexes of validation set) are now officialy under column name 'idx' and are included in df. The df is now one column bigger = [38:4]
test_classifier <- test_classifier %>%
rownames_to_column("idx")
#now test_classifier has officially Index as a row name.
#df[38:5] became [38:6]
predictions_actual <- full_join(predictions,test_classifier, by = "idx" ) #join and order by Index
#predictions =df[38:4]. Idx;regression weight for 3 sub-classesY1-3
#predictions_actual=df[38:9]. Idx,predicted RWeights for all Y1-3, actual X1-4, actual_Y class
# choose the two classes we want to compare, setosa and versicolor
set_vers_true_labels <- predictions_actual %>%
filter(Species %in% c("setosa", "versicolor")) %>%
#[24:9] filtered 24 obs where Y1 or Y2 have the discriminating PredScore (all observations with high PredSc for Y3 is not here)
mutate(Species = as.character(Species))
#(df[24:9]; idx, PredScore for Y1-3 (where Y3 score is never discr-ve), actual X1-4, actual_class for these 24 predictions)
#make dataframe PredScores for setosa and the actual labels
pred_label <- data.frame(prediction = set_vers_true_labels$setosa,
label = set_vers_true_labels$Species)
#df[24:2]
# summary of prediction:
ggplot(pred_label, aes(x = 1:24, y = prediction, color = label))+
geom_point()+
ggtitle("Prediction Scores calculated for Setosa in test set are mapped to\n probabilities using activating function. As a result,in test set, 14\n observations were\n predicted by LDA as setosa and 10 were predicted as versicolor.")
pred <- prediction(set_vers_true_labels$setosa, set_vers_true_labels$Species,
label.ordering = c("versicolor", "setosa"))
#24 filtered PredScores for setosa column are presented in df.
#Positive/high PredScores are marked as 'setosa', otherwise, obs. with negative scores labeled as 'versicolor') (Levels: versicolor < setosa)
#Also, outputs for cutoff 'n' TP, TN, FP, FN and more.
#ROC Curve:
perf <- performance(pred,"tpr","fpr")
plot(perf, main="ROC curve for LDA prediction of setosa class:\n sensitivity vs specificty", col = "red")
\(logodds_i=B_0 + B_1X_{i1}\)
Here, the log odds represents the log odds of \(Y_i\) being 0 or 1.
Where \(logodds\) is the dependent variable, and \(X_i\) is the independent variable. \(B_{number}\) are the parameters to fit.
Logistic Regression assumes a linear relationship between the \(logodds\) and \(X\).
To convert from logodds, a not intuitive quantity, to odds, a more intuitive quantity, we use this non-linear equation:
\(odds_i=e^{logodds_{i}}\) or \(odds_i=e^{B_0 + B_1X_{i1}}\)
Odds is defined as the probability that the event will occur divided by the probability that the event will not occur.
Now we convert from odds to probability.
The probability that an event will occur is the fraction of times you expect to see that event in many trials. Probabilities always range between 0 and 1.
To convert from odds to a probability, divide the odds by one plus the odds. So to convert odds of 1/9 to a probability, divide 1/9 by 10/9 to obtain the probability of 0.10
Note: odds=a/b probty=a/(a+b)
odds <- e^(log_odds)
\(P=odds/(odds+1)\)
data(iris)
#split into training and test set
train_size <- floor(0.75 * nrow(iris))
set.seed(543)
train_pos <- sample(seq_len(nrow(iris)), size = train_size)
train_classifier <- iris[train_pos,]
test_classifier <- iris[-train_pos,]
dim(train_classifier) #[11:5]
## [1] 112 5
dim(test_classifier) #[38:5]
## [1] 38 5
#Preparing data for Logistic Regression
#only look at two classes in each of data chunck:
train_classifier_log <- train_classifier[c(which(train_classifier$Species == "setosa"),
which(train_classifier$Species == "versicolor")),]
test_classifier_log <- test_classifier[c(which(test_classifier$Species == "setosa"),
which(test_classifier$Species == "versicolor")),]
#Stashing away Predictors for each data chunck:
train_classifier_log$Species <- factor(train_classifier_log$Species)
test_classifier_log$Species <- factor(test_classifier_log$Species)
#Setting up control parameters for fitting Logistic Regression:
ctrl <- trainControl(method = "repeatedcv", repeats = 15,classProbs = T,
savePredictions = T)
#summary(ctrl)
#create model. logistic regression is a bionomial general linear model.
#predict species based on sepal length with set up control
logistic_regression <- train(Species~ Sepal.Length, data = train_classifier_log,
method = "glm", family= "binomial", trControl = ctrl)
logistic_regression
## Generalized Linear Model
##
## 76 samples
## 1 predictor
## 2 classes: 'setosa', 'versicolor'
##
## No pre-processing
## Resampling: Cross-Validated (10 fold, repeated 15 times)
## Summary of sample sizes: 68, 68, 68, 69, 69, 68, ...
## Resampling results:
##
## Accuracy Kappa
## 0.8897619 0.7782065
kappa is a coefficient of agreement, ranges [-1;+1]. 0=random chance. is rarely negative.
summary(logistic_regression)
##
## Call:
## NULL
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.02223 -0.45039 0.03625 0.41197 2.16274
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -28.134 6.377 -4.412 1.02e-05 ***
## Sepal.Length 5.179 1.172 4.419 9.93e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 105.15 on 75 degrees of freedom
## Residual deviance: 46.67 on 74 degrees of freedom
## AIC: 50.67
##
## Number of Fisher Scoring iterations: 6
plot(x = roc(predictor = logistic_regression$pred$setosa,
response = logistic_regression$pred$obs)$specificities,
y = roc(predictor = logistic_regression$pred$setosa,
response = logistic_regression$pred$obs)$sensitivities,
col= "blue", xlim = c(1, 0), type ="l", ylab = "Sensitivity",
xlab = "Specificity")
## Setting levels: control = setosa, case = versicolor
## Setting direction: controls > cases
## Setting levels: control = setosa, case = versicolor
## Setting direction: controls > cases
legend("bottomright", legend = paste("setosa v versicolor --",
roc(predictor = logistic_regression$pred$setosa,
response = logistic_regression$pred$obs)$auc
, sep = ""), col = c("blue"), fill = c("blue"))
## Setting levels: control = setosa, case = versicolor
## Setting direction: controls > cases
#predict iris species using Sepal legth
logistic_regression_predict_class <- predict(logistic_regression,
newdata = test_classifier_log)
#confusion matrix
confusionMatrix(logistic_regression_predict_class,
reference = test_classifier_log$Species)
## Confusion Matrix and Statistics
##
## Reference
## Prediction setosa versicolor
## setosa 13 2
## versicolor 1 8
##
## Accuracy : 0.875
## 95% CI : (0.6764, 0.9734)
## No Information Rate : 0.5833
## P-Value [Acc > NIR] : 0.002161
##
## Kappa : 0.7391
##
## Mcnemar's Test P-Value : 1.000000
##
## Sensitivity : 0.9286
## Specificity : 0.8000
## Pos Pred Value : 0.8667
## Neg Pred Value : 0.8889
## Prevalence : 0.5833
## Detection Rate : 0.5417
## Detection Prevalence : 0.6250
## Balanced Accuracy : 0.8643
##
## 'Positive' Class : setosa
##
! Check if log odds and independent variables are linearly correlated
#Probability for each event for each class:
logistic_regression_predict <- predict(logistic_regression,
newdata = test_classifier_log, type = "prob") #df[testset:2(Y1 and Y2)]
# To convert from a probability to odds, divide the probability by one minus that probability. So if the probability is 10% or 0.10 , then the odds are 0.1/0.9 or ‘1 to 9’
odds_species1 <- logistic_regression_predict[,1] / (1 - logistic_regression_predict[,1])
log_odds_species1 <- log(odds_species1)
#log_odds and indep.variable X must be linearly correlated:
cor.test(log_odds_species1, test_classifier_log$Sepal.Length)
##
## Pearson's product-moment correlation
##
## data: log_odds_species1 and test_classifier_log$Sepal.Length
## t = -Inf, df = 22, p-value < 2.2e-16
## alternative hypothesis: true correlation is not equal to 0
## 95 percent confidence interval:
## -1 -1
## sample estimates:
## cor
## -1
plot(log_odds_species1, test_classifier_log$Sepal.Length)
Look deeper at the logistic regression
#Again, probability for each event for 2 classes:
logistic_predict_prob <- predict(logistic_regression,
newdata = test_classifier_log, type="prob") #df[90:2]
#prepare df to plot = predicted + actual labels:
logistic_pred_prob_plot <- data.frame(Species_pred = logistic_predict_prob, Sepal.Length = test_classifier_log$Sepal.Length)
#Stash away actual labels as numeric (as logical vector):
test_classifier_log$Species <- as.numeric(test_classifier_log$Species) -1
# Plotting predictions and actual observations
ggplot(data = test_classifier_log) +
geom_point(aes(x=Sepal.Length, y = Species)) +
geom_line(data = logistic_pred_prob_plot, aes(x = Sepal.Length,
y = Species_pred.setosa, col = "setosa"))+
geom_line(data = logistic_pred_prob_plot, aes(x = Sepal.Length,
y = Species_pred.versicolor, col = "versicolor"))+
ggtitle("Probabilities for classifying species")
#Homework:
Downloading data:
#install.packages("mlbench")
library(mlbench)
data(BreastCancer)
head(BreastCancer)
## Id Cl.thickness Cell.size Cell.shape Marg.adhesion Epith.c.size
## 1 1000025 5 1 1 1 2
## 2 1002945 5 4 4 5 7
## 3 1015425 3 1 1 1 2
## 4 1016277 6 8 8 1 3
## 5 1017023 4 1 1 3 2
## 6 1017122 8 10 10 8 7
## Bare.nuclei Bl.cromatin Normal.nucleoli Mitoses Class
## 1 1 3 1 1 benign
## 2 10 3 2 1 benign
## 3 2 3 1 1 benign
## 4 4 3 7 1 benign
## 5 1 3 1 1 benign
## 6 10 9 7 1 malignant
str(BreastCancer)
## 'data.frame': 699 obs. of 11 variables:
## $ Id : chr "1000025" "1002945" "1015425" "1016277" ...
## $ Cl.thickness : Ord.factor w/ 10 levels "1"<"2"<"3"<"4"<..: 5 5 3 6 4 8 1 2 2 4 ...
## $ Cell.size : Ord.factor w/ 10 levels "1"<"2"<"3"<"4"<..: 1 4 1 8 1 10 1 1 1 2 ...
## $ Cell.shape : Ord.factor w/ 10 levels "1"<"2"<"3"<"4"<..: 1 4 1 8 1 10 1 2 1 1 ...
## $ Marg.adhesion : Ord.factor w/ 10 levels "1"<"2"<"3"<"4"<..: 1 5 1 1 3 8 1 1 1 1 ...
## $ Epith.c.size : Ord.factor w/ 10 levels "1"<"2"<"3"<"4"<..: 2 7 2 3 2 7 2 2 2 2 ...
## $ Bare.nuclei : Factor w/ 10 levels "1","2","3","4",..: 1 10 2 4 1 10 10 1 1 1 ...
## $ Bl.cromatin : Factor w/ 10 levels "1","2","3","4",..: 3 3 3 3 3 9 3 3 1 2 ...
## $ Normal.nucleoli: Factor w/ 10 levels "1","2","3","4",..: 1 2 1 7 1 7 1 1 1 1 ...
## $ Mitoses : Factor w/ 9 levels "1","2","3","4",..: 1 1 1 1 1 1 1 1 5 1 ...
## $ Class : Factor w/ 2 levels "benign","malignant": 1 1 1 1 1 2 1 1 1 1 ...
#is.na(BreastCancer) # couple of NA in $Bare.nuclei
dim(BreastCancer)
## [1] 699 11
BreastCancer_clean<- na.omit(BreastCancer)
is.na(BreastCancer_clean)
## Id Cl.thickness Cell.size Cell.shape Marg.adhesion Epith.c.size
## 1 FALSE FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE FALSE FALSE
## 5 FALSE FALSE FALSE FALSE FALSE FALSE
## 6 FALSE FALSE FALSE FALSE FALSE FALSE
## 7 FALSE FALSE FALSE FALSE FALSE FALSE
## 8 FALSE FALSE FALSE FALSE FALSE FALSE
## 9 FALSE FALSE FALSE FALSE FALSE FALSE
## 10 FALSE FALSE FALSE FALSE FALSE FALSE
## 11 FALSE FALSE FALSE FALSE FALSE FALSE
## 12 FALSE FALSE FALSE FALSE FALSE FALSE
## 13 FALSE FALSE FALSE FALSE FALSE FALSE
## 14 FALSE FALSE FALSE FALSE FALSE FALSE
## 15 FALSE FALSE FALSE FALSE FALSE FALSE
## 16 FALSE FALSE FALSE FALSE FALSE FALSE
## 17 FALSE FALSE FALSE FALSE FALSE FALSE
## 18 FALSE FALSE FALSE FALSE FALSE FALSE
## 19 FALSE FALSE FALSE FALSE FALSE FALSE
## 20 FALSE FALSE FALSE FALSE FALSE FALSE
## 21 FALSE FALSE FALSE FALSE FALSE FALSE
## 22 FALSE FALSE FALSE FALSE FALSE FALSE
## 23 FALSE FALSE FALSE FALSE FALSE FALSE
## 25 FALSE FALSE FALSE FALSE FALSE FALSE
## 26 FALSE FALSE FALSE FALSE FALSE FALSE
## 27 FALSE FALSE FALSE FALSE FALSE FALSE
## 28 FALSE FALSE FALSE FALSE FALSE FALSE
## 29 FALSE FALSE FALSE FALSE FALSE FALSE
## 30 FALSE FALSE FALSE FALSE FALSE FALSE
## 31 FALSE FALSE FALSE FALSE FALSE FALSE
## 32 FALSE FALSE FALSE FALSE FALSE FALSE
## 33 FALSE FALSE FALSE FALSE FALSE FALSE
## 34 FALSE FALSE FALSE FALSE FALSE FALSE
## 35 FALSE FALSE FALSE FALSE FALSE FALSE
## 36 FALSE FALSE FALSE FALSE FALSE FALSE
## 37 FALSE FALSE FALSE FALSE FALSE FALSE
## 38 FALSE FALSE FALSE FALSE FALSE FALSE
## 39 FALSE FALSE FALSE FALSE FALSE FALSE
## 40 FALSE FALSE FALSE FALSE FALSE FALSE
## 42 FALSE FALSE FALSE FALSE FALSE FALSE
## 43 FALSE FALSE FALSE FALSE FALSE FALSE
## 44 FALSE FALSE FALSE FALSE FALSE FALSE
## 45 FALSE FALSE FALSE FALSE FALSE FALSE
## 46 FALSE FALSE FALSE FALSE FALSE FALSE
## 47 FALSE FALSE FALSE FALSE FALSE FALSE
## 48 FALSE FALSE FALSE FALSE FALSE FALSE
## 49 FALSE FALSE FALSE FALSE FALSE FALSE
## 50 FALSE FALSE FALSE FALSE FALSE FALSE
## 51 FALSE FALSE FALSE FALSE FALSE FALSE
## 52 FALSE FALSE FALSE FALSE FALSE FALSE
## 53 FALSE FALSE FALSE FALSE FALSE FALSE
## 54 FALSE FALSE FALSE FALSE FALSE FALSE
## 55 FALSE FALSE FALSE FALSE FALSE FALSE
## 56 FALSE FALSE FALSE FALSE FALSE FALSE
## 57 FALSE FALSE FALSE FALSE FALSE FALSE
## 58 FALSE FALSE FALSE FALSE FALSE FALSE
## 59 FALSE FALSE FALSE FALSE FALSE FALSE
## 60 FALSE FALSE FALSE FALSE FALSE FALSE
## 61 FALSE FALSE FALSE FALSE FALSE FALSE
## 62 FALSE FALSE FALSE FALSE FALSE FALSE
## 63 FALSE FALSE FALSE FALSE FALSE FALSE
## 64 FALSE FALSE FALSE FALSE FALSE FALSE
## 65 FALSE FALSE FALSE FALSE FALSE FALSE
## 66 FALSE FALSE FALSE FALSE FALSE FALSE
## 67 FALSE FALSE FALSE FALSE FALSE FALSE
## 68 FALSE FALSE FALSE FALSE FALSE FALSE
## 69 FALSE FALSE FALSE FALSE FALSE FALSE
## 70 FALSE FALSE FALSE FALSE FALSE FALSE
## 71 FALSE FALSE FALSE FALSE FALSE FALSE
## 72 FALSE FALSE FALSE FALSE FALSE FALSE
## 73 FALSE FALSE FALSE FALSE FALSE FALSE
## 74 FALSE FALSE FALSE FALSE FALSE FALSE
## 75 FALSE FALSE FALSE FALSE FALSE FALSE
## 76 FALSE FALSE FALSE FALSE FALSE FALSE
## 77 FALSE FALSE FALSE FALSE FALSE FALSE
## 78 FALSE FALSE FALSE FALSE FALSE FALSE
## 79 FALSE FALSE FALSE FALSE FALSE FALSE
## 80 FALSE FALSE FALSE FALSE FALSE FALSE
## 81 FALSE FALSE FALSE FALSE FALSE FALSE
## 82 FALSE FALSE FALSE FALSE FALSE FALSE
## 83 FALSE FALSE FALSE FALSE FALSE FALSE
## 84 FALSE FALSE FALSE FALSE FALSE FALSE
## 85 FALSE FALSE FALSE FALSE FALSE FALSE
## 86 FALSE FALSE FALSE FALSE FALSE FALSE
## 87 FALSE FALSE FALSE FALSE FALSE FALSE
## 88 FALSE FALSE FALSE FALSE FALSE FALSE
## 89 FALSE FALSE FALSE FALSE FALSE FALSE
## 90 FALSE FALSE FALSE FALSE FALSE FALSE
## 91 FALSE FALSE FALSE FALSE FALSE FALSE
## 92 FALSE FALSE FALSE FALSE FALSE FALSE
## 93 FALSE FALSE FALSE FALSE FALSE FALSE
## 94 FALSE FALSE FALSE FALSE FALSE FALSE
## 95 FALSE FALSE FALSE FALSE FALSE FALSE
## 96 FALSE FALSE FALSE FALSE FALSE FALSE
## 97 FALSE FALSE FALSE FALSE FALSE FALSE
## 98 FALSE FALSE FALSE FALSE FALSE FALSE
## 99 FALSE FALSE FALSE FALSE FALSE FALSE
## 100 FALSE FALSE FALSE FALSE FALSE FALSE
## 101 FALSE FALSE FALSE FALSE FALSE FALSE
## 102 FALSE FALSE FALSE FALSE FALSE FALSE
## 103 FALSE FALSE FALSE FALSE FALSE FALSE
## 104 FALSE FALSE FALSE FALSE FALSE FALSE
## 105 FALSE FALSE FALSE FALSE FALSE FALSE
## 106 FALSE FALSE FALSE FALSE FALSE FALSE
## 107 FALSE FALSE FALSE FALSE FALSE FALSE
## 108 FALSE FALSE FALSE FALSE FALSE FALSE
## 109 FALSE FALSE FALSE FALSE FALSE FALSE
## 110 FALSE FALSE FALSE FALSE FALSE FALSE
## 111 FALSE FALSE FALSE FALSE FALSE FALSE
## 112 FALSE FALSE FALSE FALSE FALSE FALSE
## 113 FALSE FALSE FALSE FALSE FALSE FALSE
## 114 FALSE FALSE FALSE FALSE FALSE FALSE
## 115 FALSE FALSE FALSE FALSE FALSE FALSE
## 116 FALSE FALSE FALSE FALSE FALSE FALSE
## 117 FALSE FALSE FALSE FALSE FALSE FALSE
## 118 FALSE FALSE FALSE FALSE FALSE FALSE
## 119 FALSE FALSE FALSE FALSE FALSE FALSE
## 120 FALSE FALSE FALSE FALSE FALSE FALSE
## 121 FALSE FALSE FALSE FALSE FALSE FALSE
## 122 FALSE FALSE FALSE FALSE FALSE FALSE
## 123 FALSE FALSE FALSE FALSE FALSE FALSE
## 124 FALSE FALSE FALSE FALSE FALSE FALSE
## 125 FALSE FALSE FALSE FALSE FALSE FALSE
## 126 FALSE FALSE FALSE FALSE FALSE FALSE
## 127 FALSE FALSE FALSE FALSE FALSE FALSE
## 128 FALSE FALSE FALSE FALSE FALSE FALSE
## 129 FALSE FALSE FALSE FALSE FALSE FALSE
## 130 FALSE FALSE FALSE FALSE FALSE FALSE
## 131 FALSE FALSE FALSE FALSE FALSE FALSE
## 132 FALSE FALSE FALSE FALSE FALSE FALSE
## 133 FALSE FALSE FALSE FALSE FALSE FALSE
## 134 FALSE FALSE FALSE FALSE FALSE FALSE
## 135 FALSE FALSE FALSE FALSE FALSE FALSE
## 136 FALSE FALSE FALSE FALSE FALSE FALSE
## 137 FALSE FALSE FALSE FALSE FALSE FALSE
## 138 FALSE FALSE FALSE FALSE FALSE FALSE
## 139 FALSE FALSE FALSE FALSE FALSE FALSE
## 141 FALSE FALSE FALSE FALSE FALSE FALSE
## 142 FALSE FALSE FALSE FALSE FALSE FALSE
## 143 FALSE FALSE FALSE FALSE FALSE FALSE
## 144 FALSE FALSE FALSE FALSE FALSE FALSE
## 145 FALSE FALSE FALSE FALSE FALSE FALSE
## 147 FALSE FALSE FALSE FALSE FALSE FALSE
## 148 FALSE FALSE FALSE FALSE FALSE FALSE
## 149 FALSE FALSE FALSE FALSE FALSE FALSE
## 150 FALSE FALSE FALSE FALSE FALSE FALSE
## 151 FALSE FALSE FALSE FALSE FALSE FALSE
## 152 FALSE FALSE FALSE FALSE FALSE FALSE
## 153 FALSE FALSE FALSE FALSE FALSE FALSE
## 154 FALSE FALSE FALSE FALSE FALSE FALSE
## 155 FALSE FALSE FALSE FALSE FALSE FALSE
## 156 FALSE FALSE FALSE FALSE FALSE FALSE
## 157 FALSE FALSE FALSE FALSE FALSE FALSE
## 158 FALSE FALSE FALSE FALSE FALSE FALSE
## 160 FALSE FALSE FALSE FALSE FALSE FALSE
## 161 FALSE FALSE FALSE FALSE FALSE FALSE
## 162 FALSE FALSE FALSE FALSE FALSE FALSE
## 163 FALSE FALSE FALSE FALSE FALSE FALSE
## 164 FALSE FALSE FALSE FALSE FALSE FALSE
## 166 FALSE FALSE FALSE FALSE FALSE FALSE
## 167 FALSE FALSE FALSE FALSE FALSE FALSE
## 168 FALSE FALSE FALSE FALSE FALSE FALSE
## 169 FALSE FALSE FALSE FALSE FALSE FALSE
## 170 FALSE FALSE FALSE FALSE FALSE FALSE
## 171 FALSE FALSE FALSE FALSE FALSE FALSE
## 172 FALSE FALSE FALSE FALSE FALSE FALSE
## 173 FALSE FALSE FALSE FALSE FALSE FALSE
## 174 FALSE FALSE FALSE FALSE FALSE FALSE
## 175 FALSE FALSE FALSE FALSE FALSE FALSE
## 176 FALSE FALSE FALSE FALSE FALSE FALSE
## 177 FALSE FALSE FALSE FALSE FALSE FALSE
## 178 FALSE FALSE FALSE FALSE FALSE FALSE
## 179 FALSE FALSE FALSE FALSE FALSE FALSE
## 180 FALSE FALSE FALSE FALSE FALSE FALSE
## 181 FALSE FALSE FALSE FALSE FALSE FALSE
## 182 FALSE FALSE FALSE FALSE FALSE FALSE
## 183 FALSE FALSE FALSE FALSE FALSE FALSE
## 184 FALSE FALSE FALSE FALSE FALSE FALSE
## 185 FALSE FALSE FALSE FALSE FALSE FALSE
## 186 FALSE FALSE FALSE FALSE FALSE FALSE
## 187 FALSE FALSE FALSE FALSE FALSE FALSE
## 188 FALSE FALSE FALSE FALSE FALSE FALSE
## 189 FALSE FALSE FALSE FALSE FALSE FALSE
## 190 FALSE FALSE FALSE FALSE FALSE FALSE
## 191 FALSE FALSE FALSE FALSE FALSE FALSE
## 192 FALSE FALSE FALSE FALSE FALSE FALSE
## 193 FALSE FALSE FALSE FALSE FALSE FALSE
## 194 FALSE FALSE FALSE FALSE FALSE FALSE
## 195 FALSE FALSE FALSE FALSE FALSE FALSE
## 196 FALSE FALSE FALSE FALSE FALSE FALSE
## 197 FALSE FALSE FALSE FALSE FALSE FALSE
## 198 FALSE FALSE FALSE FALSE FALSE FALSE
## 199 FALSE FALSE FALSE FALSE FALSE FALSE
## 200 FALSE FALSE FALSE FALSE FALSE FALSE
## 201 FALSE FALSE FALSE FALSE FALSE FALSE
## 202 FALSE FALSE FALSE FALSE FALSE FALSE
## 203 FALSE FALSE FALSE FALSE FALSE FALSE
## 204 FALSE FALSE FALSE FALSE FALSE FALSE
## 205 FALSE FALSE FALSE FALSE FALSE FALSE
## 206 FALSE FALSE FALSE FALSE FALSE FALSE
## 207 FALSE FALSE FALSE FALSE FALSE FALSE
## 208 FALSE FALSE FALSE FALSE FALSE FALSE
## 209 FALSE FALSE FALSE FALSE FALSE FALSE
## 210 FALSE FALSE FALSE FALSE FALSE FALSE
## 211 FALSE FALSE FALSE FALSE FALSE FALSE
## 212 FALSE FALSE FALSE FALSE FALSE FALSE
## 213 FALSE FALSE FALSE FALSE FALSE FALSE
## 214 FALSE FALSE FALSE FALSE FALSE FALSE
## 215 FALSE FALSE FALSE FALSE FALSE FALSE
## 216 FALSE FALSE FALSE FALSE FALSE FALSE
## 217 FALSE FALSE FALSE FALSE FALSE FALSE
## 218 FALSE FALSE FALSE FALSE FALSE FALSE
## 219 FALSE FALSE FALSE FALSE FALSE FALSE
## 220 FALSE FALSE FALSE FALSE FALSE FALSE
## 221 FALSE FALSE FALSE FALSE FALSE FALSE
## 222 FALSE FALSE FALSE FALSE FALSE FALSE
## 223 FALSE FALSE FALSE FALSE FALSE FALSE
## 224 FALSE FALSE FALSE FALSE FALSE FALSE
## 225 FALSE FALSE FALSE FALSE FALSE FALSE
## 226 FALSE FALSE FALSE FALSE FALSE FALSE
## 227 FALSE FALSE FALSE FALSE FALSE FALSE
## 228 FALSE FALSE FALSE FALSE FALSE FALSE
## 229 FALSE FALSE FALSE FALSE FALSE FALSE
## 230 FALSE FALSE FALSE FALSE FALSE FALSE
## 231 FALSE FALSE FALSE FALSE FALSE FALSE
## 232 FALSE FALSE FALSE FALSE FALSE FALSE
## 233 FALSE FALSE FALSE FALSE FALSE FALSE
## 234 FALSE FALSE FALSE FALSE FALSE FALSE
## 235 FALSE FALSE FALSE FALSE FALSE FALSE
## 237 FALSE FALSE FALSE FALSE FALSE FALSE
## 238 FALSE FALSE FALSE FALSE FALSE FALSE
## 239 FALSE FALSE FALSE FALSE FALSE FALSE
## 240 FALSE FALSE FALSE FALSE FALSE FALSE
## 241 FALSE FALSE FALSE FALSE FALSE FALSE
## 242 FALSE FALSE FALSE FALSE FALSE FALSE
## 243 FALSE FALSE FALSE FALSE FALSE FALSE
## 244 FALSE FALSE FALSE FALSE FALSE FALSE
## 245 FALSE FALSE FALSE FALSE FALSE FALSE
## 246 FALSE FALSE FALSE FALSE FALSE FALSE
## 247 FALSE FALSE FALSE FALSE FALSE FALSE
## 248 FALSE FALSE FALSE FALSE FALSE FALSE
## 249 FALSE FALSE FALSE FALSE FALSE FALSE
## 251 FALSE FALSE FALSE FALSE FALSE FALSE
## 252 FALSE FALSE FALSE FALSE FALSE FALSE
## 253 FALSE FALSE FALSE FALSE FALSE FALSE
## 254 FALSE FALSE FALSE FALSE FALSE FALSE
## 255 FALSE FALSE FALSE FALSE FALSE FALSE
## 256 FALSE FALSE FALSE FALSE FALSE FALSE
## 257 FALSE FALSE FALSE FALSE FALSE FALSE
## 258 FALSE FALSE FALSE FALSE FALSE FALSE
## 259 FALSE FALSE FALSE FALSE FALSE FALSE
## 260 FALSE FALSE FALSE FALSE FALSE FALSE
## 261 FALSE FALSE FALSE FALSE FALSE FALSE
## 262 FALSE FALSE FALSE FALSE FALSE FALSE
## 263 FALSE FALSE FALSE FALSE FALSE FALSE
## 264 FALSE FALSE FALSE FALSE FALSE FALSE
## 265 FALSE FALSE FALSE FALSE FALSE FALSE
## 266 FALSE FALSE FALSE FALSE FALSE FALSE
## 267 FALSE FALSE FALSE FALSE FALSE FALSE
## 268 FALSE FALSE FALSE FALSE FALSE FALSE
## 269 FALSE FALSE FALSE FALSE FALSE FALSE
## 270 FALSE FALSE FALSE FALSE FALSE FALSE
## 271 FALSE FALSE FALSE FALSE FALSE FALSE
## 272 FALSE FALSE FALSE FALSE FALSE FALSE
## 273 FALSE FALSE FALSE FALSE FALSE FALSE
## 274 FALSE FALSE FALSE FALSE FALSE FALSE
## 275 FALSE FALSE FALSE FALSE FALSE FALSE
## 277 FALSE FALSE FALSE FALSE FALSE FALSE
## 278 FALSE FALSE FALSE FALSE FALSE FALSE
## 279 FALSE FALSE FALSE FALSE FALSE FALSE
## 280 FALSE FALSE FALSE FALSE FALSE FALSE
## 281 FALSE FALSE FALSE FALSE FALSE FALSE
## 282 FALSE FALSE FALSE FALSE FALSE FALSE
## 283 FALSE FALSE FALSE FALSE FALSE FALSE
## 284 FALSE FALSE FALSE FALSE FALSE FALSE
## 285 FALSE FALSE FALSE FALSE FALSE FALSE
## 286 FALSE FALSE FALSE FALSE FALSE FALSE
## 287 FALSE FALSE FALSE FALSE FALSE FALSE
## 288 FALSE FALSE FALSE FALSE FALSE FALSE
## 289 FALSE FALSE FALSE FALSE FALSE FALSE
## 290 FALSE FALSE FALSE FALSE FALSE FALSE
## 291 FALSE FALSE FALSE FALSE FALSE FALSE
## 292 FALSE FALSE FALSE FALSE FALSE FALSE
## 294 FALSE FALSE FALSE FALSE FALSE FALSE
## 296 FALSE FALSE FALSE FALSE FALSE FALSE
## 297 FALSE FALSE FALSE FALSE FALSE FALSE
## 299 FALSE FALSE FALSE FALSE FALSE FALSE
## 300 FALSE FALSE FALSE FALSE FALSE FALSE
## 301 FALSE FALSE FALSE FALSE FALSE FALSE
## 302 FALSE FALSE FALSE FALSE FALSE FALSE
## 303 FALSE FALSE FALSE FALSE FALSE FALSE
## 304 FALSE FALSE FALSE FALSE FALSE FALSE
## 305 FALSE FALSE FALSE FALSE FALSE FALSE
## 306 FALSE FALSE FALSE FALSE FALSE FALSE
## 307 FALSE FALSE FALSE FALSE FALSE FALSE
## 308 FALSE FALSE FALSE FALSE FALSE FALSE
## 309 FALSE FALSE FALSE FALSE FALSE FALSE
## 310 FALSE FALSE FALSE FALSE FALSE FALSE
## 311 FALSE FALSE FALSE FALSE FALSE FALSE
## 312 FALSE FALSE FALSE FALSE FALSE FALSE
## 313 FALSE FALSE FALSE FALSE FALSE FALSE
## 314 FALSE FALSE FALSE FALSE FALSE FALSE
## 315 FALSE FALSE FALSE FALSE FALSE FALSE
## 317 FALSE FALSE FALSE FALSE FALSE FALSE
## 318 FALSE FALSE FALSE FALSE FALSE FALSE
## 319 FALSE FALSE FALSE FALSE FALSE FALSE
## 320 FALSE FALSE FALSE FALSE FALSE FALSE
## 321 FALSE FALSE FALSE FALSE FALSE FALSE
## 323 FALSE FALSE FALSE FALSE FALSE FALSE
## 324 FALSE FALSE FALSE FALSE FALSE FALSE
## 325 FALSE FALSE FALSE FALSE FALSE FALSE
## 326 FALSE FALSE FALSE FALSE FALSE FALSE
## 327 FALSE FALSE FALSE FALSE FALSE FALSE
## 328 FALSE FALSE FALSE FALSE FALSE FALSE
## 329 FALSE FALSE FALSE FALSE FALSE FALSE
## 330 FALSE FALSE FALSE FALSE FALSE FALSE
## 331 FALSE FALSE FALSE FALSE FALSE FALSE
## 332 FALSE FALSE FALSE FALSE FALSE FALSE
## 333 FALSE FALSE FALSE FALSE FALSE FALSE
## 334 FALSE FALSE FALSE FALSE FALSE FALSE
## 335 FALSE FALSE FALSE FALSE FALSE FALSE
## 336 FALSE FALSE FALSE FALSE FALSE FALSE
## 337 FALSE FALSE FALSE FALSE FALSE FALSE
## 338 FALSE FALSE FALSE FALSE FALSE FALSE
## 339 FALSE FALSE FALSE FALSE FALSE FALSE
## 340 FALSE FALSE FALSE FALSE FALSE FALSE
## 341 FALSE FALSE FALSE FALSE FALSE FALSE
## 342 FALSE FALSE FALSE FALSE FALSE FALSE
## 343 FALSE FALSE FALSE FALSE FALSE FALSE
## 344 FALSE FALSE FALSE FALSE FALSE FALSE
## 345 FALSE FALSE FALSE FALSE FALSE FALSE
## 346 FALSE FALSE FALSE FALSE FALSE FALSE
## 347 FALSE FALSE FALSE FALSE FALSE FALSE
## 348 FALSE FALSE FALSE FALSE FALSE FALSE
## 349 FALSE FALSE FALSE FALSE FALSE FALSE
## 350 FALSE FALSE FALSE FALSE FALSE FALSE
## 351 FALSE FALSE FALSE FALSE FALSE FALSE
## 352 FALSE FALSE FALSE FALSE FALSE FALSE
## 353 FALSE FALSE FALSE FALSE FALSE FALSE
## 354 FALSE FALSE FALSE FALSE FALSE FALSE
## 355 FALSE FALSE FALSE FALSE FALSE FALSE
## 356 FALSE FALSE FALSE FALSE FALSE FALSE
## 357 FALSE FALSE FALSE FALSE FALSE FALSE
## 358 FALSE FALSE FALSE FALSE FALSE FALSE
## 359 FALSE FALSE FALSE FALSE FALSE FALSE
## 360 FALSE FALSE FALSE FALSE FALSE FALSE
## 361 FALSE FALSE FALSE FALSE FALSE FALSE
## 362 FALSE FALSE FALSE FALSE FALSE FALSE
## 363 FALSE FALSE FALSE FALSE FALSE FALSE
## 364 FALSE FALSE FALSE FALSE FALSE FALSE
## 365 FALSE FALSE FALSE FALSE FALSE FALSE
## 366 FALSE FALSE FALSE FALSE FALSE FALSE
## 367 FALSE FALSE FALSE FALSE FALSE FALSE
## 368 FALSE FALSE FALSE FALSE FALSE FALSE
## 369 FALSE FALSE FALSE FALSE FALSE FALSE
## 370 FALSE FALSE FALSE FALSE FALSE FALSE
## 371 FALSE FALSE FALSE FALSE FALSE FALSE
## 372 FALSE FALSE FALSE FALSE FALSE FALSE
## 373 FALSE FALSE FALSE FALSE FALSE FALSE
## 374 FALSE FALSE FALSE FALSE FALSE FALSE
## 375 FALSE FALSE FALSE FALSE FALSE FALSE
## 376 FALSE FALSE FALSE FALSE FALSE FALSE
## 377 FALSE FALSE FALSE FALSE FALSE FALSE
## 378 FALSE FALSE FALSE FALSE FALSE FALSE
## 379 FALSE FALSE FALSE FALSE FALSE FALSE
## 380 FALSE FALSE FALSE FALSE FALSE FALSE
## 381 FALSE FALSE FALSE FALSE FALSE FALSE
## 382 FALSE FALSE FALSE FALSE FALSE FALSE
## 383 FALSE FALSE FALSE FALSE FALSE FALSE
## 384 FALSE FALSE FALSE FALSE FALSE FALSE
## 385 FALSE FALSE FALSE FALSE FALSE FALSE
## 386 FALSE FALSE FALSE FALSE FALSE FALSE
## 387 FALSE FALSE FALSE FALSE FALSE FALSE
## 388 FALSE FALSE FALSE FALSE FALSE FALSE
## 389 FALSE FALSE FALSE FALSE FALSE FALSE
## 390 FALSE FALSE FALSE FALSE FALSE FALSE
## 391 FALSE FALSE FALSE FALSE FALSE FALSE
## 392 FALSE FALSE FALSE FALSE FALSE FALSE
## 393 FALSE FALSE FALSE FALSE FALSE FALSE
## 394 FALSE FALSE FALSE FALSE FALSE FALSE
## 395 FALSE FALSE FALSE FALSE FALSE FALSE
## 396 FALSE FALSE FALSE FALSE FALSE FALSE
## 397 FALSE FALSE FALSE FALSE FALSE FALSE
## 398 FALSE FALSE FALSE FALSE FALSE FALSE
## 399 FALSE FALSE FALSE FALSE FALSE FALSE
## 400 FALSE FALSE FALSE FALSE FALSE FALSE
## 401 FALSE FALSE FALSE FALSE FALSE FALSE
## 402 FALSE FALSE FALSE FALSE FALSE FALSE
## 403 FALSE FALSE FALSE FALSE FALSE FALSE
## 404 FALSE FALSE FALSE FALSE FALSE FALSE
## 405 FALSE FALSE FALSE FALSE FALSE FALSE
## 406 FALSE FALSE FALSE FALSE FALSE FALSE
## 407 FALSE FALSE FALSE FALSE FALSE FALSE
## 408 FALSE FALSE FALSE FALSE FALSE FALSE
## 409 FALSE FALSE FALSE FALSE FALSE FALSE
## 410 FALSE FALSE FALSE FALSE FALSE FALSE
## 411 FALSE FALSE FALSE FALSE FALSE FALSE
## 413 FALSE FALSE FALSE FALSE FALSE FALSE
## 414 FALSE FALSE FALSE FALSE FALSE FALSE
## 415 FALSE FALSE FALSE FALSE FALSE FALSE
## 416 FALSE FALSE FALSE FALSE FALSE FALSE
## 417 FALSE FALSE FALSE FALSE FALSE FALSE
## 418 FALSE FALSE FALSE FALSE FALSE FALSE
## 419 FALSE FALSE FALSE FALSE FALSE FALSE
## 420 FALSE FALSE FALSE FALSE FALSE FALSE
## 421 FALSE FALSE FALSE FALSE FALSE FALSE
## 422 FALSE FALSE FALSE FALSE FALSE FALSE
## 423 FALSE FALSE FALSE FALSE FALSE FALSE
## 424 FALSE FALSE FALSE FALSE FALSE FALSE
## 425 FALSE FALSE FALSE FALSE FALSE FALSE
## 426 FALSE FALSE FALSE FALSE FALSE FALSE
## 427 FALSE FALSE FALSE FALSE FALSE FALSE
## 428 FALSE FALSE FALSE FALSE FALSE FALSE
## 429 FALSE FALSE FALSE FALSE FALSE FALSE
## 430 FALSE FALSE FALSE FALSE FALSE FALSE
## 431 FALSE FALSE FALSE FALSE FALSE FALSE
## 432 FALSE FALSE FALSE FALSE FALSE FALSE
## 433 FALSE FALSE FALSE FALSE FALSE FALSE
## 434 FALSE FALSE FALSE FALSE FALSE FALSE
## 435 FALSE FALSE FALSE FALSE FALSE FALSE
## 436 FALSE FALSE FALSE FALSE FALSE FALSE
## 437 FALSE FALSE FALSE FALSE FALSE FALSE
## 438 FALSE FALSE FALSE FALSE FALSE FALSE
## 439 FALSE FALSE FALSE FALSE FALSE FALSE
## 440 FALSE FALSE FALSE FALSE FALSE FALSE
## 441 FALSE FALSE FALSE FALSE FALSE FALSE
## 442 FALSE FALSE FALSE FALSE FALSE FALSE
## 443 FALSE FALSE FALSE FALSE FALSE FALSE
## 444 FALSE FALSE FALSE FALSE FALSE FALSE
## 445 FALSE FALSE FALSE FALSE FALSE FALSE
## 446 FALSE FALSE FALSE FALSE FALSE FALSE
## 447 FALSE FALSE FALSE FALSE FALSE FALSE
## 448 FALSE FALSE FALSE FALSE FALSE FALSE
## 449 FALSE FALSE FALSE FALSE FALSE FALSE
## 450 FALSE FALSE FALSE FALSE FALSE FALSE
## 451 FALSE FALSE FALSE FALSE FALSE FALSE
## 452 FALSE FALSE FALSE FALSE FALSE FALSE
## 453 FALSE FALSE FALSE FALSE FALSE FALSE
## 454 FALSE FALSE FALSE FALSE FALSE FALSE
## 455 FALSE FALSE FALSE FALSE FALSE FALSE
## 456 FALSE FALSE FALSE FALSE FALSE FALSE
## 457 FALSE FALSE FALSE FALSE FALSE FALSE
## 458 FALSE FALSE FALSE FALSE FALSE FALSE
## 459 FALSE FALSE FALSE FALSE FALSE FALSE
## 460 FALSE FALSE FALSE FALSE FALSE FALSE
## 461 FALSE FALSE FALSE FALSE FALSE FALSE
## 462 FALSE FALSE FALSE FALSE FALSE FALSE
## 463 FALSE FALSE FALSE FALSE FALSE FALSE
## 464 FALSE FALSE FALSE FALSE FALSE FALSE
## 465 FALSE FALSE FALSE FALSE FALSE FALSE
## 466 FALSE FALSE FALSE FALSE FALSE FALSE
## 467 FALSE FALSE FALSE FALSE FALSE FALSE
## 468 FALSE FALSE FALSE FALSE FALSE FALSE
## 469 FALSE FALSE FALSE FALSE FALSE FALSE
## 470 FALSE FALSE FALSE FALSE FALSE FALSE
## 471 FALSE FALSE FALSE FALSE FALSE FALSE
## 472 FALSE FALSE FALSE FALSE FALSE FALSE
## 473 FALSE FALSE FALSE FALSE FALSE FALSE
## 474 FALSE FALSE FALSE FALSE FALSE FALSE
## 475 FALSE FALSE FALSE FALSE FALSE FALSE
## 476 FALSE FALSE FALSE FALSE FALSE FALSE
## 477 FALSE FALSE FALSE FALSE FALSE FALSE
## 478 FALSE FALSE FALSE FALSE FALSE FALSE
## 479 FALSE FALSE FALSE FALSE FALSE FALSE
## 480 FALSE FALSE FALSE FALSE FALSE FALSE
## 481 FALSE FALSE FALSE FALSE FALSE FALSE
## 482 FALSE FALSE FALSE FALSE FALSE FALSE
## 483 FALSE FALSE FALSE FALSE FALSE FALSE
## 484 FALSE FALSE FALSE FALSE FALSE FALSE
## 485 FALSE FALSE FALSE FALSE FALSE FALSE
## 486 FALSE FALSE FALSE FALSE FALSE FALSE
## 487 FALSE FALSE FALSE FALSE FALSE FALSE
## 488 FALSE FALSE FALSE FALSE FALSE FALSE
## 489 FALSE FALSE FALSE FALSE FALSE FALSE
## 490 FALSE FALSE FALSE FALSE FALSE FALSE
## 491 FALSE FALSE FALSE FALSE FALSE FALSE
## 492 FALSE FALSE FALSE FALSE FALSE FALSE
## 493 FALSE FALSE FALSE FALSE FALSE FALSE
## 494 FALSE FALSE FALSE FALSE FALSE FALSE
## 495 FALSE FALSE FALSE FALSE FALSE FALSE
## 496 FALSE FALSE FALSE FALSE FALSE FALSE
## 497 FALSE FALSE FALSE FALSE FALSE FALSE
## 498 FALSE FALSE FALSE FALSE FALSE FALSE
## 499 FALSE FALSE FALSE FALSE FALSE FALSE
## 500 FALSE FALSE FALSE FALSE FALSE FALSE
## 501 FALSE FALSE FALSE FALSE FALSE FALSE
## 502 FALSE FALSE FALSE FALSE FALSE FALSE
## 503 FALSE FALSE FALSE FALSE FALSE FALSE
## 504 FALSE FALSE FALSE FALSE FALSE FALSE
## 505 FALSE FALSE FALSE FALSE FALSE FALSE
## 506 FALSE FALSE FALSE FALSE FALSE FALSE
## 507 FALSE FALSE FALSE FALSE FALSE FALSE
## 508 FALSE FALSE FALSE FALSE FALSE FALSE
## 509 FALSE FALSE FALSE FALSE FALSE FALSE
## 510 FALSE FALSE FALSE FALSE FALSE FALSE
## 511 FALSE FALSE FALSE FALSE FALSE FALSE
## 512 FALSE FALSE FALSE FALSE FALSE FALSE
## 513 FALSE FALSE FALSE FALSE FALSE FALSE
## 514 FALSE FALSE FALSE FALSE FALSE FALSE
## 515 FALSE FALSE FALSE FALSE FALSE FALSE
## 516 FALSE FALSE FALSE FALSE FALSE FALSE
## 517 FALSE FALSE FALSE FALSE FALSE FALSE
## 518 FALSE FALSE FALSE FALSE FALSE FALSE
## 519 FALSE FALSE FALSE FALSE FALSE FALSE
## 520 FALSE FALSE FALSE FALSE FALSE FALSE
## 521 FALSE FALSE FALSE FALSE FALSE FALSE
## 522 FALSE FALSE FALSE FALSE FALSE FALSE
## 523 FALSE FALSE FALSE FALSE FALSE FALSE
## 524 FALSE FALSE FALSE FALSE FALSE FALSE
## 525 FALSE FALSE FALSE FALSE FALSE FALSE
## 526 FALSE FALSE FALSE FALSE FALSE FALSE
## 527 FALSE FALSE FALSE FALSE FALSE FALSE
## 528 FALSE FALSE FALSE FALSE FALSE FALSE
## 529 FALSE FALSE FALSE FALSE FALSE FALSE
## 530 FALSE FALSE FALSE FALSE FALSE FALSE
## 531 FALSE FALSE FALSE FALSE FALSE FALSE
## 532 FALSE FALSE FALSE FALSE FALSE FALSE
## 533 FALSE FALSE FALSE FALSE FALSE FALSE
## 534 FALSE FALSE FALSE FALSE FALSE FALSE
## 535 FALSE FALSE FALSE FALSE FALSE FALSE
## 536 FALSE FALSE FALSE FALSE FALSE FALSE
## 537 FALSE FALSE FALSE FALSE FALSE FALSE
## 538 FALSE FALSE FALSE FALSE FALSE FALSE
## 539 FALSE FALSE FALSE FALSE FALSE FALSE
## 540 FALSE FALSE FALSE FALSE FALSE FALSE
## 541 FALSE FALSE FALSE FALSE FALSE FALSE
## 542 FALSE FALSE FALSE FALSE FALSE FALSE
## 543 FALSE FALSE FALSE FALSE FALSE FALSE
## 544 FALSE FALSE FALSE FALSE FALSE FALSE
## 545 FALSE FALSE FALSE FALSE FALSE FALSE
## 546 FALSE FALSE FALSE FALSE FALSE FALSE
## 547 FALSE FALSE FALSE FALSE FALSE FALSE
## 548 FALSE FALSE FALSE FALSE FALSE FALSE
## 549 FALSE FALSE FALSE FALSE FALSE FALSE
## 550 FALSE FALSE FALSE FALSE FALSE FALSE
## 551 FALSE FALSE FALSE FALSE FALSE FALSE
## 552 FALSE FALSE FALSE FALSE FALSE FALSE
## 553 FALSE FALSE FALSE FALSE FALSE FALSE
## 554 FALSE FALSE FALSE FALSE FALSE FALSE
## 555 FALSE FALSE FALSE FALSE FALSE FALSE
## 556 FALSE FALSE FALSE FALSE FALSE FALSE
## 557 FALSE FALSE FALSE FALSE FALSE FALSE
## 558 FALSE FALSE FALSE FALSE FALSE FALSE
## 559 FALSE FALSE FALSE FALSE FALSE FALSE
## 560 FALSE FALSE FALSE FALSE FALSE FALSE
## 561 FALSE FALSE FALSE FALSE FALSE FALSE
## 562 FALSE FALSE FALSE FALSE FALSE FALSE
## 563 FALSE FALSE FALSE FALSE FALSE FALSE
## 564 FALSE FALSE FALSE FALSE FALSE FALSE
## 565 FALSE FALSE FALSE FALSE FALSE FALSE
## 566 FALSE FALSE FALSE FALSE FALSE FALSE
## 567 FALSE FALSE FALSE FALSE FALSE FALSE
## 568 FALSE FALSE FALSE FALSE FALSE FALSE
## 569 FALSE FALSE FALSE FALSE FALSE FALSE
## 570 FALSE FALSE FALSE FALSE FALSE FALSE
## 571 FALSE FALSE FALSE FALSE FALSE FALSE
## 572 FALSE FALSE FALSE FALSE FALSE FALSE
## 573 FALSE FALSE FALSE FALSE FALSE FALSE
## 574 FALSE FALSE FALSE FALSE FALSE FALSE
## 575 FALSE FALSE FALSE FALSE FALSE FALSE
## 576 FALSE FALSE FALSE FALSE FALSE FALSE
## 577 FALSE FALSE FALSE FALSE FALSE FALSE
## 578 FALSE FALSE FALSE FALSE FALSE FALSE
## 579 FALSE FALSE FALSE FALSE FALSE FALSE
## 580 FALSE FALSE FALSE FALSE FALSE FALSE
## 581 FALSE FALSE FALSE FALSE FALSE FALSE
## 582 FALSE FALSE FALSE FALSE FALSE FALSE
## 583 FALSE FALSE FALSE FALSE FALSE FALSE
## 584 FALSE FALSE FALSE FALSE FALSE FALSE
## 585 FALSE FALSE FALSE FALSE FALSE FALSE
## 586 FALSE FALSE FALSE FALSE FALSE FALSE
## 587 FALSE FALSE FALSE FALSE FALSE FALSE
## 588 FALSE FALSE FALSE FALSE FALSE FALSE
## 589 FALSE FALSE FALSE FALSE FALSE FALSE
## 590 FALSE FALSE FALSE FALSE FALSE FALSE
## 591 FALSE FALSE FALSE FALSE FALSE FALSE
## 592 FALSE FALSE FALSE FALSE FALSE FALSE
## 593 FALSE FALSE FALSE FALSE FALSE FALSE
## 594 FALSE FALSE FALSE FALSE FALSE FALSE
## 595 FALSE FALSE FALSE FALSE FALSE FALSE
## 596 FALSE FALSE FALSE FALSE FALSE FALSE
## 597 FALSE FALSE FALSE FALSE FALSE FALSE
## 598 FALSE FALSE FALSE FALSE FALSE FALSE
## 599 FALSE FALSE FALSE FALSE FALSE FALSE
## 600 FALSE FALSE FALSE FALSE FALSE FALSE
## 601 FALSE FALSE FALSE FALSE FALSE FALSE
## 602 FALSE FALSE FALSE FALSE FALSE FALSE
## 603 FALSE FALSE FALSE FALSE FALSE FALSE
## 604 FALSE FALSE FALSE FALSE FALSE FALSE
## 605 FALSE FALSE FALSE FALSE FALSE FALSE
## 606 FALSE FALSE FALSE FALSE FALSE FALSE
## 607 FALSE FALSE FALSE FALSE FALSE FALSE
## 608 FALSE FALSE FALSE FALSE FALSE FALSE
## 609 FALSE FALSE FALSE FALSE FALSE FALSE
## 610 FALSE FALSE FALSE FALSE FALSE FALSE
## 611 FALSE FALSE FALSE FALSE FALSE FALSE
## 612 FALSE FALSE FALSE FALSE FALSE FALSE
## 613 FALSE FALSE FALSE FALSE FALSE FALSE
## 614 FALSE FALSE FALSE FALSE FALSE FALSE
## 615 FALSE FALSE FALSE FALSE FALSE FALSE
## 616 FALSE FALSE FALSE FALSE FALSE FALSE
## 617 FALSE FALSE FALSE FALSE FALSE FALSE
## 619 FALSE FALSE FALSE FALSE FALSE FALSE
## 620 FALSE FALSE FALSE FALSE FALSE FALSE
## 621 FALSE FALSE FALSE FALSE FALSE FALSE
## 622 FALSE FALSE FALSE FALSE FALSE FALSE
## 623 FALSE FALSE FALSE FALSE FALSE FALSE
## 624 FALSE FALSE FALSE FALSE FALSE FALSE
## 625 FALSE FALSE FALSE FALSE FALSE FALSE
## 626 FALSE FALSE FALSE FALSE FALSE FALSE
## 627 FALSE FALSE FALSE FALSE FALSE FALSE
## 628 FALSE FALSE FALSE FALSE FALSE FALSE
## 629 FALSE FALSE FALSE FALSE FALSE FALSE
## 630 FALSE FALSE FALSE FALSE FALSE FALSE
## 631 FALSE FALSE FALSE FALSE FALSE FALSE
## 632 FALSE FALSE FALSE FALSE FALSE FALSE
## 633 FALSE FALSE FALSE FALSE FALSE FALSE
## 634 FALSE FALSE FALSE FALSE FALSE FALSE
## 635 FALSE FALSE FALSE FALSE FALSE FALSE
## 636 FALSE FALSE FALSE FALSE FALSE FALSE
## 637 FALSE FALSE FALSE FALSE FALSE FALSE
## 638 FALSE FALSE FALSE FALSE FALSE FALSE
## 639 FALSE FALSE FALSE FALSE FALSE FALSE
## 640 FALSE FALSE FALSE FALSE FALSE FALSE
## 641 FALSE FALSE FALSE FALSE FALSE FALSE
## 642 FALSE FALSE FALSE FALSE FALSE FALSE
## 643 FALSE FALSE FALSE FALSE FALSE FALSE
## 644 FALSE FALSE FALSE FALSE FALSE FALSE
## 645 FALSE FALSE FALSE FALSE FALSE FALSE
## 646 FALSE FALSE FALSE FALSE FALSE FALSE
## 647 FALSE FALSE FALSE FALSE FALSE FALSE
## 648 FALSE FALSE FALSE FALSE FALSE FALSE
## 649 FALSE FALSE FALSE FALSE FALSE FALSE
## 650 FALSE FALSE FALSE FALSE FALSE FALSE
## 651 FALSE FALSE FALSE FALSE FALSE FALSE
## 652 FALSE FALSE FALSE FALSE FALSE FALSE
## 653 FALSE FALSE FALSE FALSE FALSE FALSE
## 654 FALSE FALSE FALSE FALSE FALSE FALSE
## 655 FALSE FALSE FALSE FALSE FALSE FALSE
## 656 FALSE FALSE FALSE FALSE FALSE FALSE
## 657 FALSE FALSE FALSE FALSE FALSE FALSE
## 658 FALSE FALSE FALSE FALSE FALSE FALSE
## 659 FALSE FALSE FALSE FALSE FALSE FALSE
## 660 FALSE FALSE FALSE FALSE FALSE FALSE
## 661 FALSE FALSE FALSE FALSE FALSE FALSE
## 662 FALSE FALSE FALSE FALSE FALSE FALSE
## 663 FALSE FALSE FALSE FALSE FALSE FALSE
## 664 FALSE FALSE FALSE FALSE FALSE FALSE
## 665 FALSE FALSE FALSE FALSE FALSE FALSE
## 666 FALSE FALSE FALSE FALSE FALSE FALSE
## 667 FALSE FALSE FALSE FALSE FALSE FALSE
## 668 FALSE FALSE FALSE FALSE FALSE FALSE
## 669 FALSE FALSE FALSE FALSE FALSE FALSE
## 670 FALSE FALSE FALSE FALSE FALSE FALSE
## 671 FALSE FALSE FALSE FALSE FALSE FALSE
## 672 FALSE FALSE FALSE FALSE FALSE FALSE
## 673 FALSE FALSE FALSE FALSE FALSE FALSE
## 674 FALSE FALSE FALSE FALSE FALSE FALSE
## 675 FALSE FALSE FALSE FALSE FALSE FALSE
## 676 FALSE FALSE FALSE FALSE FALSE FALSE
## 677 FALSE FALSE FALSE FALSE FALSE FALSE
## 678 FALSE FALSE FALSE FALSE FALSE FALSE
## 679 FALSE FALSE FALSE FALSE FALSE FALSE
## 680 FALSE FALSE FALSE FALSE FALSE FALSE
## 681 FALSE FALSE FALSE FALSE FALSE FALSE
## 682 FALSE FALSE FALSE FALSE FALSE FALSE
## 683 FALSE FALSE FALSE FALSE FALSE FALSE
## 684 FALSE FALSE FALSE FALSE FALSE FALSE
## 685 FALSE FALSE FALSE FALSE FALSE FALSE
## 686 FALSE FALSE FALSE FALSE FALSE FALSE
## 687 FALSE FALSE FALSE FALSE FALSE FALSE
## 688 FALSE FALSE FALSE FALSE FALSE FALSE
## 689 FALSE FALSE FALSE FALSE FALSE FALSE
## 690 FALSE FALSE FALSE FALSE FALSE FALSE
## 691 FALSE FALSE FALSE FALSE FALSE FALSE
## 692 FALSE FALSE FALSE FALSE FALSE FALSE
## 693 FALSE FALSE FALSE FALSE FALSE FALSE
## 694 FALSE FALSE FALSE FALSE FALSE FALSE
## 695 FALSE FALSE FALSE FALSE FALSE FALSE
## 696 FALSE FALSE FALSE FALSE FALSE FALSE
## 697 FALSE FALSE FALSE FALSE FALSE FALSE
## 698 FALSE FALSE FALSE FALSE FALSE FALSE
## 699 FALSE FALSE FALSE FALSE FALSE FALSE
## Bare.nuclei Bl.cromatin Normal.nucleoli Mitoses Class
## 1 FALSE FALSE FALSE FALSE FALSE
## 2 FALSE FALSE FALSE FALSE FALSE
## 3 FALSE FALSE FALSE FALSE FALSE
## 4 FALSE FALSE FALSE FALSE FALSE
## 5 FALSE FALSE FALSE FALSE FALSE
## 6 FALSE FALSE FALSE FALSE FALSE
## 7 FALSE FALSE FALSE FALSE FALSE
## 8 FALSE FALSE FALSE FALSE FALSE
## 9 FALSE FALSE FALSE FALSE FALSE
## 10 FALSE FALSE FALSE FALSE FALSE
## 11 FALSE FALSE FALSE FALSE FALSE
## 12 FALSE FALSE FALSE FALSE FALSE
## 13 FALSE FALSE FALSE FALSE FALSE
## 14 FALSE FALSE FALSE FALSE FALSE
## 15 FALSE FALSE FALSE FALSE FALSE
## 16 FALSE FALSE FALSE FALSE FALSE
## 17 FALSE FALSE FALSE FALSE FALSE
## 18 FALSE FALSE FALSE FALSE FALSE
## 19 FALSE FALSE FALSE FALSE FALSE
## 20 FALSE FALSE FALSE FALSE FALSE
## 21 FALSE FALSE FALSE FALSE FALSE
## 22 FALSE FALSE FALSE FALSE FALSE
## 23 FALSE FALSE FALSE FALSE FALSE
## 25 FALSE FALSE FALSE FALSE FALSE
## 26 FALSE FALSE FALSE FALSE FALSE
## 27 FALSE FALSE FALSE FALSE FALSE
## 28 FALSE FALSE FALSE FALSE FALSE
## 29 FALSE FALSE FALSE FALSE FALSE
## 30 FALSE FALSE FALSE FALSE FALSE
## 31 FALSE FALSE FALSE FALSE FALSE
## 32 FALSE FALSE FALSE FALSE FALSE
## 33 FALSE FALSE FALSE FALSE FALSE
## 34 FALSE FALSE FALSE FALSE FALSE
## 35 FALSE FALSE FALSE FALSE FALSE
## 36 FALSE FALSE FALSE FALSE FALSE
## 37 FALSE FALSE FALSE FALSE FALSE
## 38 FALSE FALSE FALSE FALSE FALSE
## 39 FALSE FALSE FALSE FALSE FALSE
## 40 FALSE FALSE FALSE FALSE FALSE
## 42 FALSE FALSE FALSE FALSE FALSE
## 43 FALSE FALSE FALSE FALSE FALSE
## 44 FALSE FALSE FALSE FALSE FALSE
## 45 FALSE FALSE FALSE FALSE FALSE
## 46 FALSE FALSE FALSE FALSE FALSE
## 47 FALSE FALSE FALSE FALSE FALSE
## 48 FALSE FALSE FALSE FALSE FALSE
## 49 FALSE FALSE FALSE FALSE FALSE
## 50 FALSE FALSE FALSE FALSE FALSE
## 51 FALSE FALSE FALSE FALSE FALSE
## 52 FALSE FALSE FALSE FALSE FALSE
## 53 FALSE FALSE FALSE FALSE FALSE
## 54 FALSE FALSE FALSE FALSE FALSE
## 55 FALSE FALSE FALSE FALSE FALSE
## 56 FALSE FALSE FALSE FALSE FALSE
## 57 FALSE FALSE FALSE FALSE FALSE
## 58 FALSE FALSE FALSE FALSE FALSE
## 59 FALSE FALSE FALSE FALSE FALSE
## 60 FALSE FALSE FALSE FALSE FALSE
## 61 FALSE FALSE FALSE FALSE FALSE
## 62 FALSE FALSE FALSE FALSE FALSE
## 63 FALSE FALSE FALSE FALSE FALSE
## 64 FALSE FALSE FALSE FALSE FALSE
## 65 FALSE FALSE FALSE FALSE FALSE
## 66 FALSE FALSE FALSE FALSE FALSE
## 67 FALSE FALSE FALSE FALSE FALSE
## 68 FALSE FALSE FALSE FALSE FALSE
## 69 FALSE FALSE FALSE FALSE FALSE
## 70 FALSE FALSE FALSE FALSE FALSE
## 71 FALSE FALSE FALSE FALSE FALSE
## 72 FALSE FALSE FALSE FALSE FALSE
## 73 FALSE FALSE FALSE FALSE FALSE
## 74 FALSE FALSE FALSE FALSE FALSE
## 75 FALSE FALSE FALSE FALSE FALSE
## 76 FALSE FALSE FALSE FALSE FALSE
## 77 FALSE FALSE FALSE FALSE FALSE
## 78 FALSE FALSE FALSE FALSE FALSE
## 79 FALSE FALSE FALSE FALSE FALSE
## 80 FALSE FALSE FALSE FALSE FALSE
## 81 FALSE FALSE FALSE FALSE FALSE
## 82 FALSE FALSE FALSE FALSE FALSE
## 83 FALSE FALSE FALSE FALSE FALSE
## 84 FALSE FALSE FALSE FALSE FALSE
## 85 FALSE FALSE FALSE FALSE FALSE
## 86 FALSE FALSE FALSE FALSE FALSE
## 87 FALSE FALSE FALSE FALSE FALSE
## 88 FALSE FALSE FALSE FALSE FALSE
## 89 FALSE FALSE FALSE FALSE FALSE
## 90 FALSE FALSE FALSE FALSE FALSE
## 91 FALSE FALSE FALSE FALSE FALSE
## 92 FALSE FALSE FALSE FALSE FALSE
## 93 FALSE FALSE FALSE FALSE FALSE
## 94 FALSE FALSE FALSE FALSE FALSE
## 95 FALSE FALSE FALSE FALSE FALSE
## 96 FALSE FALSE FALSE FALSE FALSE
## 97 FALSE FALSE FALSE FALSE FALSE
## 98 FALSE FALSE FALSE FALSE FALSE
## 99 FALSE FALSE FALSE FALSE FALSE
## 100 FALSE FALSE FALSE FALSE FALSE
## 101 FALSE FALSE FALSE FALSE FALSE
## 102 FALSE FALSE FALSE FALSE FALSE
## 103 FALSE FALSE FALSE FALSE FALSE
## 104 FALSE FALSE FALSE FALSE FALSE
## 105 FALSE FALSE FALSE FALSE FALSE
## 106 FALSE FALSE FALSE FALSE FALSE
## 107 FALSE FALSE FALSE FALSE FALSE
## 108 FALSE FALSE FALSE FALSE FALSE
## 109 FALSE FALSE FALSE FALSE FALSE
## 110 FALSE FALSE FALSE FALSE FALSE
## 111 FALSE FALSE FALSE FALSE FALSE
## 112 FALSE FALSE FALSE FALSE FALSE
## 113 FALSE FALSE FALSE FALSE FALSE
## 114 FALSE FALSE FALSE FALSE FALSE
## 115 FALSE FALSE FALSE FALSE FALSE
## 116 FALSE FALSE FALSE FALSE FALSE
## 117 FALSE FALSE FALSE FALSE FALSE
## 118 FALSE FALSE FALSE FALSE FALSE
## 119 FALSE FALSE FALSE FALSE FALSE
## 120 FALSE FALSE FALSE FALSE FALSE
## 121 FALSE FALSE FALSE FALSE FALSE
## 122 FALSE FALSE FALSE FALSE FALSE
## 123 FALSE FALSE FALSE FALSE FALSE
## 124 FALSE FALSE FALSE FALSE FALSE
## 125 FALSE FALSE FALSE FALSE FALSE
## 126 FALSE FALSE FALSE FALSE FALSE
## 127 FALSE FALSE FALSE FALSE FALSE
## 128 FALSE FALSE FALSE FALSE FALSE
## 129 FALSE FALSE FALSE FALSE FALSE
## 130 FALSE FALSE FALSE FALSE FALSE
## 131 FALSE FALSE FALSE FALSE FALSE
## 132 FALSE FALSE FALSE FALSE FALSE
## 133 FALSE FALSE FALSE FALSE FALSE
## 134 FALSE FALSE FALSE FALSE FALSE
## 135 FALSE FALSE FALSE FALSE FALSE
## 136 FALSE FALSE FALSE FALSE FALSE
## 137 FALSE FALSE FALSE FALSE FALSE
## 138 FALSE FALSE FALSE FALSE FALSE
## 139 FALSE FALSE FALSE FALSE FALSE
## 141 FALSE FALSE FALSE FALSE FALSE
## 142 FALSE FALSE FALSE FALSE FALSE
## 143 FALSE FALSE FALSE FALSE FALSE
## 144 FALSE FALSE FALSE FALSE FALSE
## 145 FALSE FALSE FALSE FALSE FALSE
## 147 FALSE FALSE FALSE FALSE FALSE
## 148 FALSE FALSE FALSE FALSE FALSE
## 149 FALSE FALSE FALSE FALSE FALSE
## 150 FALSE FALSE FALSE FALSE FALSE
## 151 FALSE FALSE FALSE FALSE FALSE
## 152 FALSE FALSE FALSE FALSE FALSE
## 153 FALSE FALSE FALSE FALSE FALSE
## 154 FALSE FALSE FALSE FALSE FALSE
## 155 FALSE FALSE FALSE FALSE FALSE
## 156 FALSE FALSE FALSE FALSE FALSE
## 157 FALSE FALSE FALSE FALSE FALSE
## 158 FALSE FALSE FALSE FALSE FALSE
## 160 FALSE FALSE FALSE FALSE FALSE
## 161 FALSE FALSE FALSE FALSE FALSE
## 162 FALSE FALSE FALSE FALSE FALSE
## 163 FALSE FALSE FALSE FALSE FALSE
## 164 FALSE FALSE FALSE FALSE FALSE
## 166 FALSE FALSE FALSE FALSE FALSE
## 167 FALSE FALSE FALSE FALSE FALSE
## 168 FALSE FALSE FALSE FALSE FALSE
## 169 FALSE FALSE FALSE FALSE FALSE
## 170 FALSE FALSE FALSE FALSE FALSE
## 171 FALSE FALSE FALSE FALSE FALSE
## 172 FALSE FALSE FALSE FALSE FALSE
## 173 FALSE FALSE FALSE FALSE FALSE
## 174 FALSE FALSE FALSE FALSE FALSE
## 175 FALSE FALSE FALSE FALSE FALSE
## 176 FALSE FALSE FALSE FALSE FALSE
## 177 FALSE FALSE FALSE FALSE FALSE
## 178 FALSE FALSE FALSE FALSE FALSE
## 179 FALSE FALSE FALSE FALSE FALSE
## 180 FALSE FALSE FALSE FALSE FALSE
## 181 FALSE FALSE FALSE FALSE FALSE
## 182 FALSE FALSE FALSE FALSE FALSE
## 183 FALSE FALSE FALSE FALSE FALSE
## 184 FALSE FALSE FALSE FALSE FALSE
## 185 FALSE FALSE FALSE FALSE FALSE
## 186 FALSE FALSE FALSE FALSE FALSE
## 187 FALSE FALSE FALSE FALSE FALSE
## 188 FALSE FALSE FALSE FALSE FALSE
## 189 FALSE FALSE FALSE FALSE FALSE
## 190 FALSE FALSE FALSE FALSE FALSE
## 191 FALSE FALSE FALSE FALSE FALSE
## 192 FALSE FALSE FALSE FALSE FALSE
## 193 FALSE FALSE FALSE FALSE FALSE
## 194 FALSE FALSE FALSE FALSE FALSE
## 195 FALSE FALSE FALSE FALSE FALSE
## 196 FALSE FALSE FALSE FALSE FALSE
## 197 FALSE FALSE FALSE FALSE FALSE
## 198 FALSE FALSE FALSE FALSE FALSE
## 199 FALSE FALSE FALSE FALSE FALSE
## 200 FALSE FALSE FALSE FALSE FALSE
## 201 FALSE FALSE FALSE FALSE FALSE
## 202 FALSE FALSE FALSE FALSE FALSE
## 203 FALSE FALSE FALSE FALSE FALSE
## 204 FALSE FALSE FALSE FALSE FALSE
## 205 FALSE FALSE FALSE FALSE FALSE
## 206 FALSE FALSE FALSE FALSE FALSE
## 207 FALSE FALSE FALSE FALSE FALSE
## 208 FALSE FALSE FALSE FALSE FALSE
## 209 FALSE FALSE FALSE FALSE FALSE
## 210 FALSE FALSE FALSE FALSE FALSE
## 211 FALSE FALSE FALSE FALSE FALSE
## 212 FALSE FALSE FALSE FALSE FALSE
## 213 FALSE FALSE FALSE FALSE FALSE
## 214 FALSE FALSE FALSE FALSE FALSE
## 215 FALSE FALSE FALSE FALSE FALSE
## 216 FALSE FALSE FALSE FALSE FALSE
## 217 FALSE FALSE FALSE FALSE FALSE
## 218 FALSE FALSE FALSE FALSE FALSE
## 219 FALSE FALSE FALSE FALSE FALSE
## 220 FALSE FALSE FALSE FALSE FALSE
## 221 FALSE FALSE FALSE FALSE FALSE
## 222 FALSE FALSE FALSE FALSE FALSE
## 223 FALSE FALSE FALSE FALSE FALSE
## 224 FALSE FALSE FALSE FALSE FALSE
## 225 FALSE FALSE FALSE FALSE FALSE
## 226 FALSE FALSE FALSE FALSE FALSE
## 227 FALSE FALSE FALSE FALSE FALSE
## 228 FALSE FALSE FALSE FALSE FALSE
## 229 FALSE FALSE FALSE FALSE FALSE
## 230 FALSE FALSE FALSE FALSE FALSE
## 231 FALSE FALSE FALSE FALSE FALSE
## 232 FALSE FALSE FALSE FALSE FALSE
## 233 FALSE FALSE FALSE FALSE FALSE
## 234 FALSE FALSE FALSE FALSE FALSE
## 235 FALSE FALSE FALSE FALSE FALSE
## 237 FALSE FALSE FALSE FALSE FALSE
## 238 FALSE FALSE FALSE FALSE FALSE
## 239 FALSE FALSE FALSE FALSE FALSE
## 240 FALSE FALSE FALSE FALSE FALSE
## 241 FALSE FALSE FALSE FALSE FALSE
## 242 FALSE FALSE FALSE FALSE FALSE
## 243 FALSE FALSE FALSE FALSE FALSE
## 244 FALSE FALSE FALSE FALSE FALSE
## 245 FALSE FALSE FALSE FALSE FALSE
## 246 FALSE FALSE FALSE FALSE FALSE
## 247 FALSE FALSE FALSE FALSE FALSE
## 248 FALSE FALSE FALSE FALSE FALSE
## 249 FALSE FALSE FALSE FALSE FALSE
## 251 FALSE FALSE FALSE FALSE FALSE
## 252 FALSE FALSE FALSE FALSE FALSE
## 253 FALSE FALSE FALSE FALSE FALSE
## 254 FALSE FALSE FALSE FALSE FALSE
## 255 FALSE FALSE FALSE FALSE FALSE
## 256 FALSE FALSE FALSE FALSE FALSE
## 257 FALSE FALSE FALSE FALSE FALSE
## 258 FALSE FALSE FALSE FALSE FALSE
## 259 FALSE FALSE FALSE FALSE FALSE
## 260 FALSE FALSE FALSE FALSE FALSE
## 261 FALSE FALSE FALSE FALSE FALSE
## 262 FALSE FALSE FALSE FALSE FALSE
## 263 FALSE FALSE FALSE FALSE FALSE
## 264 FALSE FALSE FALSE FALSE FALSE
## 265 FALSE FALSE FALSE FALSE FALSE
## 266 FALSE FALSE FALSE FALSE FALSE
## 267 FALSE FALSE FALSE FALSE FALSE
## 268 FALSE FALSE FALSE FALSE FALSE
## 269 FALSE FALSE FALSE FALSE FALSE
## 270 FALSE FALSE FALSE FALSE FALSE
## 271 FALSE FALSE FALSE FALSE FALSE
## 272 FALSE FALSE FALSE FALSE FALSE
## 273 FALSE FALSE FALSE FALSE FALSE
## 274 FALSE FALSE FALSE FALSE FALSE
## 275 FALSE FALSE FALSE FALSE FALSE
## 277 FALSE FALSE FALSE FALSE FALSE
## 278 FALSE FALSE FALSE FALSE FALSE
## 279 FALSE FALSE FALSE FALSE FALSE
## 280 FALSE FALSE FALSE FALSE FALSE
## 281 FALSE FALSE FALSE FALSE FALSE
## 282 FALSE FALSE FALSE FALSE FALSE
## 283 FALSE FALSE FALSE FALSE FALSE
## 284 FALSE FALSE FALSE FALSE FALSE
## 285 FALSE FALSE FALSE FALSE FALSE
## 286 FALSE FALSE FALSE FALSE FALSE
## 287 FALSE FALSE FALSE FALSE FALSE
## 288 FALSE FALSE FALSE FALSE FALSE
## 289 FALSE FALSE FALSE FALSE FALSE
## 290 FALSE FALSE FALSE FALSE FALSE
## 291 FALSE FALSE FALSE FALSE FALSE
## 292 FALSE FALSE FALSE FALSE FALSE
## 294 FALSE FALSE FALSE FALSE FALSE
## 296 FALSE FALSE FALSE FALSE FALSE
## 297 FALSE FALSE FALSE FALSE FALSE
## 299 FALSE FALSE FALSE FALSE FALSE
## 300 FALSE FALSE FALSE FALSE FALSE
## 301 FALSE FALSE FALSE FALSE FALSE
## 302 FALSE FALSE FALSE FALSE FALSE
## 303 FALSE FALSE FALSE FALSE FALSE
## 304 FALSE FALSE FALSE FALSE FALSE
## 305 FALSE FALSE FALSE FALSE FALSE
## 306 FALSE FALSE FALSE FALSE FALSE
## 307 FALSE FALSE FALSE FALSE FALSE
## 308 FALSE FALSE FALSE FALSE FALSE
## 309 FALSE FALSE FALSE FALSE FALSE
## 310 FALSE FALSE FALSE FALSE FALSE
## 311 FALSE FALSE FALSE FALSE FALSE
## 312 FALSE FALSE FALSE FALSE FALSE
## 313 FALSE FALSE FALSE FALSE FALSE
## 314 FALSE FALSE FALSE FALSE FALSE
## 315 FALSE FALSE FALSE FALSE FALSE
## 317 FALSE FALSE FALSE FALSE FALSE
## 318 FALSE FALSE FALSE FALSE FALSE
## 319 FALSE FALSE FALSE FALSE FALSE
## 320 FALSE FALSE FALSE FALSE FALSE
## 321 FALSE FALSE FALSE FALSE FALSE
## 323 FALSE FALSE FALSE FALSE FALSE
## 324 FALSE FALSE FALSE FALSE FALSE
## 325 FALSE FALSE FALSE FALSE FALSE
## 326 FALSE FALSE FALSE FALSE FALSE
## 327 FALSE FALSE FALSE FALSE FALSE
## 328 FALSE FALSE FALSE FALSE FALSE
## 329 FALSE FALSE FALSE FALSE FALSE
## 330 FALSE FALSE FALSE FALSE FALSE
## 331 FALSE FALSE FALSE FALSE FALSE
## 332 FALSE FALSE FALSE FALSE FALSE
## 333 FALSE FALSE FALSE FALSE FALSE
## 334 FALSE FALSE FALSE FALSE FALSE
## 335 FALSE FALSE FALSE FALSE FALSE
## 336 FALSE FALSE FALSE FALSE FALSE
## 337 FALSE FALSE FALSE FALSE FALSE
## 338 FALSE FALSE FALSE FALSE FALSE
## 339 FALSE FALSE FALSE FALSE FALSE
## 340 FALSE FALSE FALSE FALSE FALSE
## 341 FALSE FALSE FALSE FALSE FALSE
## 342 FALSE FALSE FALSE FALSE FALSE
## 343 FALSE FALSE FALSE FALSE FALSE
## 344 FALSE FALSE FALSE FALSE FALSE
## 345 FALSE FALSE FALSE FALSE FALSE
## 346 FALSE FALSE FALSE FALSE FALSE
## 347 FALSE FALSE FALSE FALSE FALSE
## 348 FALSE FALSE FALSE FALSE FALSE
## 349 FALSE FALSE FALSE FALSE FALSE
## 350 FALSE FALSE FALSE FALSE FALSE
## 351 FALSE FALSE FALSE FALSE FALSE
## 352 FALSE FALSE FALSE FALSE FALSE
## 353 FALSE FALSE FALSE FALSE FALSE
## 354 FALSE FALSE FALSE FALSE FALSE
## 355 FALSE FALSE FALSE FALSE FALSE
## 356 FALSE FALSE FALSE FALSE FALSE
## 357 FALSE FALSE FALSE FALSE FALSE
## 358 FALSE FALSE FALSE FALSE FALSE
## 359 FALSE FALSE FALSE FALSE FALSE
## 360 FALSE FALSE FALSE FALSE FALSE
## 361 FALSE FALSE FALSE FALSE FALSE
## 362 FALSE FALSE FALSE FALSE FALSE
## 363 FALSE FALSE FALSE FALSE FALSE
## 364 FALSE FALSE FALSE FALSE FALSE
## 365 FALSE FALSE FALSE FALSE FALSE
## 366 FALSE FALSE FALSE FALSE FALSE
## 367 FALSE FALSE FALSE FALSE FALSE
## 368 FALSE FALSE FALSE FALSE FALSE
## 369 FALSE FALSE FALSE FALSE FALSE
## 370 FALSE FALSE FALSE FALSE FALSE
## 371 FALSE FALSE FALSE FALSE FALSE
## 372 FALSE FALSE FALSE FALSE FALSE
## 373 FALSE FALSE FALSE FALSE FALSE
## 374 FALSE FALSE FALSE FALSE FALSE
## 375 FALSE FALSE FALSE FALSE FALSE
## 376 FALSE FALSE FALSE FALSE FALSE
## 377 FALSE FALSE FALSE FALSE FALSE
## 378 FALSE FALSE FALSE FALSE FALSE
## 379 FALSE FALSE FALSE FALSE FALSE
## 380 FALSE FALSE FALSE FALSE FALSE
## 381 FALSE FALSE FALSE FALSE FALSE
## 382 FALSE FALSE FALSE FALSE FALSE
## 383 FALSE FALSE FALSE FALSE FALSE
## 384 FALSE FALSE FALSE FALSE FALSE
## 385 FALSE FALSE FALSE FALSE FALSE
## 386 FALSE FALSE FALSE FALSE FALSE
## 387 FALSE FALSE FALSE FALSE FALSE
## 388 FALSE FALSE FALSE FALSE FALSE
## 389 FALSE FALSE FALSE FALSE FALSE
## 390 FALSE FALSE FALSE FALSE FALSE
## 391 FALSE FALSE FALSE FALSE FALSE
## 392 FALSE FALSE FALSE FALSE FALSE
## 393 FALSE FALSE FALSE FALSE FALSE
## 394 FALSE FALSE FALSE FALSE FALSE
## 395 FALSE FALSE FALSE FALSE FALSE
## 396 FALSE FALSE FALSE FALSE FALSE
## 397 FALSE FALSE FALSE FALSE FALSE
## 398 FALSE FALSE FALSE FALSE FALSE
## 399 FALSE FALSE FALSE FALSE FALSE
## 400 FALSE FALSE FALSE FALSE FALSE
## 401 FALSE FALSE FALSE FALSE FALSE
## 402 FALSE FALSE FALSE FALSE FALSE
## 403 FALSE FALSE FALSE FALSE FALSE
## 404 FALSE FALSE FALSE FALSE FALSE
## 405 FALSE FALSE FALSE FALSE FALSE
## 406 FALSE FALSE FALSE FALSE FALSE
## 407 FALSE FALSE FALSE FALSE FALSE
## 408 FALSE FALSE FALSE FALSE FALSE
## 409 FALSE FALSE FALSE FALSE FALSE
## 410 FALSE FALSE FALSE FALSE FALSE
## 411 FALSE FALSE FALSE FALSE FALSE
## 413 FALSE FALSE FALSE FALSE FALSE
## 414 FALSE FALSE FALSE FALSE FALSE
## 415 FALSE FALSE FALSE FALSE FALSE
## 416 FALSE FALSE FALSE FALSE FALSE
## 417 FALSE FALSE FALSE FALSE FALSE
## 418 FALSE FALSE FALSE FALSE FALSE
## 419 FALSE FALSE FALSE FALSE FALSE
## 420 FALSE FALSE FALSE FALSE FALSE
## 421 FALSE FALSE FALSE FALSE FALSE
## 422 FALSE FALSE FALSE FALSE FALSE
## 423 FALSE FALSE FALSE FALSE FALSE
## 424 FALSE FALSE FALSE FALSE FALSE
## 425 FALSE FALSE FALSE FALSE FALSE
## 426 FALSE FALSE FALSE FALSE FALSE
## 427 FALSE FALSE FALSE FALSE FALSE
## 428 FALSE FALSE FALSE FALSE FALSE
## 429 FALSE FALSE FALSE FALSE FALSE
## 430 FALSE FALSE FALSE FALSE FALSE
## 431 FALSE FALSE FALSE FALSE FALSE
## 432 FALSE FALSE FALSE FALSE FALSE
## 433 FALSE FALSE FALSE FALSE FALSE
## 434 FALSE FALSE FALSE FALSE FALSE
## 435 FALSE FALSE FALSE FALSE FALSE
## 436 FALSE FALSE FALSE FALSE FALSE
## 437 FALSE FALSE FALSE FALSE FALSE
## 438 FALSE FALSE FALSE FALSE FALSE
## 439 FALSE FALSE FALSE FALSE FALSE
## 440 FALSE FALSE FALSE FALSE FALSE
## 441 FALSE FALSE FALSE FALSE FALSE
## 442 FALSE FALSE FALSE FALSE FALSE
## 443 FALSE FALSE FALSE FALSE FALSE
## 444 FALSE FALSE FALSE FALSE FALSE
## 445 FALSE FALSE FALSE FALSE FALSE
## 446 FALSE FALSE FALSE FALSE FALSE
## 447 FALSE FALSE FALSE FALSE FALSE
## 448 FALSE FALSE FALSE FALSE FALSE
## 449 FALSE FALSE FALSE FALSE FALSE
## 450 FALSE FALSE FALSE FALSE FALSE
## 451 FALSE FALSE FALSE FALSE FALSE
## 452 FALSE FALSE FALSE FALSE FALSE
## 453 FALSE FALSE FALSE FALSE FALSE
## 454 FALSE FALSE FALSE FALSE FALSE
## 455 FALSE FALSE FALSE FALSE FALSE
## 456 FALSE FALSE FALSE FALSE FALSE
## 457 FALSE FALSE FALSE FALSE FALSE
## 458 FALSE FALSE FALSE FALSE FALSE
## 459 FALSE FALSE FALSE FALSE FALSE
## 460 FALSE FALSE FALSE FALSE FALSE
## 461 FALSE FALSE FALSE FALSE FALSE
## 462 FALSE FALSE FALSE FALSE FALSE
## 463 FALSE FALSE FALSE FALSE FALSE
## 464 FALSE FALSE FALSE FALSE FALSE
## 465 FALSE FALSE FALSE FALSE FALSE
## 466 FALSE FALSE FALSE FALSE FALSE
## 467 FALSE FALSE FALSE FALSE FALSE
## 468 FALSE FALSE FALSE FALSE FALSE
## 469 FALSE FALSE FALSE FALSE FALSE
## 470 FALSE FALSE FALSE FALSE FALSE
## 471 FALSE FALSE FALSE FALSE FALSE
## 472 FALSE FALSE FALSE FALSE FALSE
## 473 FALSE FALSE FALSE FALSE FALSE
## 474 FALSE FALSE FALSE FALSE FALSE
## 475 FALSE FALSE FALSE FALSE FALSE
## 476 FALSE FALSE FALSE FALSE FALSE
## 477 FALSE FALSE FALSE FALSE FALSE
## 478 FALSE FALSE FALSE FALSE FALSE
## 479 FALSE FALSE FALSE FALSE FALSE
## 480 FALSE FALSE FALSE FALSE FALSE
## 481 FALSE FALSE FALSE FALSE FALSE
## 482 FALSE FALSE FALSE FALSE FALSE
## 483 FALSE FALSE FALSE FALSE FALSE
## 484 FALSE FALSE FALSE FALSE FALSE
## 485 FALSE FALSE FALSE FALSE FALSE
## 486 FALSE FALSE FALSE FALSE FALSE
## 487 FALSE FALSE FALSE FALSE FALSE
## 488 FALSE FALSE FALSE FALSE FALSE
## 489 FALSE FALSE FALSE FALSE FALSE
## 490 FALSE FALSE FALSE FALSE FALSE
## 491 FALSE FALSE FALSE FALSE FALSE
## 492 FALSE FALSE FALSE FALSE FALSE
## 493 FALSE FALSE FALSE FALSE FALSE
## 494 FALSE FALSE FALSE FALSE FALSE
## 495 FALSE FALSE FALSE FALSE FALSE
## 496 FALSE FALSE FALSE FALSE FALSE
## 497 FALSE FALSE FALSE FALSE FALSE
## 498 FALSE FALSE FALSE FALSE FALSE
## 499 FALSE FALSE FALSE FALSE FALSE
## 500 FALSE FALSE FALSE FALSE FALSE
## 501 FALSE FALSE FALSE FALSE FALSE
## 502 FALSE FALSE FALSE FALSE FALSE
## 503 FALSE FALSE FALSE FALSE FALSE
## 504 FALSE FALSE FALSE FALSE FALSE
## 505 FALSE FALSE FALSE FALSE FALSE
## 506 FALSE FALSE FALSE FALSE FALSE
## 507 FALSE FALSE FALSE FALSE FALSE
## 508 FALSE FALSE FALSE FALSE FALSE
## 509 FALSE FALSE FALSE FALSE FALSE
## 510 FALSE FALSE FALSE FALSE FALSE
## 511 FALSE FALSE FALSE FALSE FALSE
## 512 FALSE FALSE FALSE FALSE FALSE
## 513 FALSE FALSE FALSE FALSE FALSE
## 514 FALSE FALSE FALSE FALSE FALSE
## 515 FALSE FALSE FALSE FALSE FALSE
## 516 FALSE FALSE FALSE FALSE FALSE
## 517 FALSE FALSE FALSE FALSE FALSE
## 518 FALSE FALSE FALSE FALSE FALSE
## 519 FALSE FALSE FALSE FALSE FALSE
## 520 FALSE FALSE FALSE FALSE FALSE
## 521 FALSE FALSE FALSE FALSE FALSE
## 522 FALSE FALSE FALSE FALSE FALSE
## 523 FALSE FALSE FALSE FALSE FALSE
## 524 FALSE FALSE FALSE FALSE FALSE
## 525 FALSE FALSE FALSE FALSE FALSE
## 526 FALSE FALSE FALSE FALSE FALSE
## 527 FALSE FALSE FALSE FALSE FALSE
## 528 FALSE FALSE FALSE FALSE FALSE
## 529 FALSE FALSE FALSE FALSE FALSE
## 530 FALSE FALSE FALSE FALSE FALSE
## 531 FALSE FALSE FALSE FALSE FALSE
## 532 FALSE FALSE FALSE FALSE FALSE
## 533 FALSE FALSE FALSE FALSE FALSE
## 534 FALSE FALSE FALSE FALSE FALSE
## 535 FALSE FALSE FALSE FALSE FALSE
## 536 FALSE FALSE FALSE FALSE FALSE
## 537 FALSE FALSE FALSE FALSE FALSE
## 538 FALSE FALSE FALSE FALSE FALSE
## 539 FALSE FALSE FALSE FALSE FALSE
## 540 FALSE FALSE FALSE FALSE FALSE
## 541 FALSE FALSE FALSE FALSE FALSE
## 542 FALSE FALSE FALSE FALSE FALSE
## 543 FALSE FALSE FALSE FALSE FALSE
## 544 FALSE FALSE FALSE FALSE FALSE
## 545 FALSE FALSE FALSE FALSE FALSE
## 546 FALSE FALSE FALSE FALSE FALSE
## 547 FALSE FALSE FALSE FALSE FALSE
## 548 FALSE FALSE FALSE FALSE FALSE
## 549 FALSE FALSE FALSE FALSE FALSE
## 550 FALSE FALSE FALSE FALSE FALSE
## 551 FALSE FALSE FALSE FALSE FALSE
## 552 FALSE FALSE FALSE FALSE FALSE
## 553 FALSE FALSE FALSE FALSE FALSE
## 554 FALSE FALSE FALSE FALSE FALSE
## 555 FALSE FALSE FALSE FALSE FALSE
## 556 FALSE FALSE FALSE FALSE FALSE
## 557 FALSE FALSE FALSE FALSE FALSE
## 558 FALSE FALSE FALSE FALSE FALSE
## 559 FALSE FALSE FALSE FALSE FALSE
## 560 FALSE FALSE FALSE FALSE FALSE
## 561 FALSE FALSE FALSE FALSE FALSE
## 562 FALSE FALSE FALSE FALSE FALSE
## 563 FALSE FALSE FALSE FALSE FALSE
## 564 FALSE FALSE FALSE FALSE FALSE
## 565 FALSE FALSE FALSE FALSE FALSE
## 566 FALSE FALSE FALSE FALSE FALSE
## 567 FALSE FALSE FALSE FALSE FALSE
## 568 FALSE FALSE FALSE FALSE FALSE
## 569 FALSE FALSE FALSE FALSE FALSE
## 570 FALSE FALSE FALSE FALSE FALSE
## 571 FALSE FALSE FALSE FALSE FALSE
## 572 FALSE FALSE FALSE FALSE FALSE
## 573 FALSE FALSE FALSE FALSE FALSE
## 574 FALSE FALSE FALSE FALSE FALSE
## 575 FALSE FALSE FALSE FALSE FALSE
## 576 FALSE FALSE FALSE FALSE FALSE
## 577 FALSE FALSE FALSE FALSE FALSE
## 578 FALSE FALSE FALSE FALSE FALSE
## 579 FALSE FALSE FALSE FALSE FALSE
## 580 FALSE FALSE FALSE FALSE FALSE
## 581 FALSE FALSE FALSE FALSE FALSE
## 582 FALSE FALSE FALSE FALSE FALSE
## 583 FALSE FALSE FALSE FALSE FALSE
## 584 FALSE FALSE FALSE FALSE FALSE
## 585 FALSE FALSE FALSE FALSE FALSE
## 586 FALSE FALSE FALSE FALSE FALSE
## 587 FALSE FALSE FALSE FALSE FALSE
## 588 FALSE FALSE FALSE FALSE FALSE
## 589 FALSE FALSE FALSE FALSE FALSE
## 590 FALSE FALSE FALSE FALSE FALSE
## 591 FALSE FALSE FALSE FALSE FALSE
## 592 FALSE FALSE FALSE FALSE FALSE
## 593 FALSE FALSE FALSE FALSE FALSE
## 594 FALSE FALSE FALSE FALSE FALSE
## 595 FALSE FALSE FALSE FALSE FALSE
## 596 FALSE FALSE FALSE FALSE FALSE
## 597 FALSE FALSE FALSE FALSE FALSE
## 598 FALSE FALSE FALSE FALSE FALSE
## 599 FALSE FALSE FALSE FALSE FALSE
## 600 FALSE FALSE FALSE FALSE FALSE
## 601 FALSE FALSE FALSE FALSE FALSE
## 602 FALSE FALSE FALSE FALSE FALSE
## 603 FALSE FALSE FALSE FALSE FALSE
## 604 FALSE FALSE FALSE FALSE FALSE
## 605 FALSE FALSE FALSE FALSE FALSE
## 606 FALSE FALSE FALSE FALSE FALSE
## 607 FALSE FALSE FALSE FALSE FALSE
## 608 FALSE FALSE FALSE FALSE FALSE
## 609 FALSE FALSE FALSE FALSE FALSE
## 610 FALSE FALSE FALSE FALSE FALSE
## 611 FALSE FALSE FALSE FALSE FALSE
## 612 FALSE FALSE FALSE FALSE FALSE
## 613 FALSE FALSE FALSE FALSE FALSE
## 614 FALSE FALSE FALSE FALSE FALSE
## 615 FALSE FALSE FALSE FALSE FALSE
## 616 FALSE FALSE FALSE FALSE FALSE
## 617 FALSE FALSE FALSE FALSE FALSE
## 619 FALSE FALSE FALSE FALSE FALSE
## 620 FALSE FALSE FALSE FALSE FALSE
## 621 FALSE FALSE FALSE FALSE FALSE
## 622 FALSE FALSE FALSE FALSE FALSE
## 623 FALSE FALSE FALSE FALSE FALSE
## 624 FALSE FALSE FALSE FALSE FALSE
## 625 FALSE FALSE FALSE FALSE FALSE
## 626 FALSE FALSE FALSE FALSE FALSE
## 627 FALSE FALSE FALSE FALSE FALSE
## 628 FALSE FALSE FALSE FALSE FALSE
## 629 FALSE FALSE FALSE FALSE FALSE
## 630 FALSE FALSE FALSE FALSE FALSE
## 631 FALSE FALSE FALSE FALSE FALSE
## 632 FALSE FALSE FALSE FALSE FALSE
## 633 FALSE FALSE FALSE FALSE FALSE
## 634 FALSE FALSE FALSE FALSE FALSE
## 635 FALSE FALSE FALSE FALSE FALSE
## 636 FALSE FALSE FALSE FALSE FALSE
## 637 FALSE FALSE FALSE FALSE FALSE
## 638 FALSE FALSE FALSE FALSE FALSE
## 639 FALSE FALSE FALSE FALSE FALSE
## 640 FALSE FALSE FALSE FALSE FALSE
## 641 FALSE FALSE FALSE FALSE FALSE
## 642 FALSE FALSE FALSE FALSE FALSE
## 643 FALSE FALSE FALSE FALSE FALSE
## 644 FALSE FALSE FALSE FALSE FALSE
## 645 FALSE FALSE FALSE FALSE FALSE
## 646 FALSE FALSE FALSE FALSE FALSE
## 647 FALSE FALSE FALSE FALSE FALSE
## 648 FALSE FALSE FALSE FALSE FALSE
## 649 FALSE FALSE FALSE FALSE FALSE
## 650 FALSE FALSE FALSE FALSE FALSE
## 651 FALSE FALSE FALSE FALSE FALSE
## 652 FALSE FALSE FALSE FALSE FALSE
## 653 FALSE FALSE FALSE FALSE FALSE
## 654 FALSE FALSE FALSE FALSE FALSE
## 655 FALSE FALSE FALSE FALSE FALSE
## 656 FALSE FALSE FALSE FALSE FALSE
## 657 FALSE FALSE FALSE FALSE FALSE
## 658 FALSE FALSE FALSE FALSE FALSE
## 659 FALSE FALSE FALSE FALSE FALSE
## 660 FALSE FALSE FALSE FALSE FALSE
## 661 FALSE FALSE FALSE FALSE FALSE
## 662 FALSE FALSE FALSE FALSE FALSE
## 663 FALSE FALSE FALSE FALSE FALSE
## 664 FALSE FALSE FALSE FALSE FALSE
## 665 FALSE FALSE FALSE FALSE FALSE
## 666 FALSE FALSE FALSE FALSE FALSE
## 667 FALSE FALSE FALSE FALSE FALSE
## 668 FALSE FALSE FALSE FALSE FALSE
## 669 FALSE FALSE FALSE FALSE FALSE
## 670 FALSE FALSE FALSE FALSE FALSE
## 671 FALSE FALSE FALSE FALSE FALSE
## 672 FALSE FALSE FALSE FALSE FALSE
## 673 FALSE FALSE FALSE FALSE FALSE
## 674 FALSE FALSE FALSE FALSE FALSE
## 675 FALSE FALSE FALSE FALSE FALSE
## 676 FALSE FALSE FALSE FALSE FALSE
## 677 FALSE FALSE FALSE FALSE FALSE
## 678 FALSE FALSE FALSE FALSE FALSE
## 679 FALSE FALSE FALSE FALSE FALSE
## 680 FALSE FALSE FALSE FALSE FALSE
## 681 FALSE FALSE FALSE FALSE FALSE
## 682 FALSE FALSE FALSE FALSE FALSE
## 683 FALSE FALSE FALSE FALSE FALSE
## 684 FALSE FALSE FALSE FALSE FALSE
## 685 FALSE FALSE FALSE FALSE FALSE
## 686 FALSE FALSE FALSE FALSE FALSE
## 687 FALSE FALSE FALSE FALSE FALSE
## 688 FALSE FALSE FALSE FALSE FALSE
## 689 FALSE FALSE FALSE FALSE FALSE
## 690 FALSE FALSE FALSE FALSE FALSE
## 691 FALSE FALSE FALSE FALSE FALSE
## 692 FALSE FALSE FALSE FALSE FALSE
## 693 FALSE FALSE FALSE FALSE FALSE
## 694 FALSE FALSE FALSE FALSE FALSE
## 695 FALSE FALSE FALSE FALSE FALSE
## 696 FALSE FALSE FALSE FALSE FALSE
## 697 FALSE FALSE FALSE FALSE FALSE
## 698 FALSE FALSE FALSE FALSE FALSE
## 699 FALSE FALSE FALSE FALSE FALSE
dim(BreastCancer_clean) [683:11]
## [1] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [24] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [47] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [70] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [93] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [116] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [139] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [162] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [185] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [208] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [231] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [254] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [277] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [300] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [323] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [346] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [369] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [392] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [415] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [438] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [461] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [484] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [507] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [530] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [553] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [576] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [599] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [622] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [645] NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA NA
## [668] NA NA NA NA NA NA
summary(BreastCancer_clean$Class)
## benign malignant
## 444 239
Data:
n=699, after NA ommited, n=683 9 variables - ordinary numbers with 10 or 9 levels each 458-B and 241-M. After cleaning, predictor’s 2 classes:444-B and 239-M
The main goal of this task is to find a function to classify accurately predictor’s 2 classes.
Method chosen is Dimension Reduction with Multiple Correspondence Analysis and Logistic Regression build on selected dimension/features:
{If I had more than two classes, I would have considered LDA as linear classification and DR method for categorical data.}
3.Depending on the model performance (ROC and AUC), I might proceed for L1 and L2 regularizations.
(http://www.sthda.com/english/wiki/print.php?id=232#variable-categories)
data(BreastCancer_clean)
## Warning in data(BreastCancer_clean): data set 'BreastCancer_clean' not
## found
head( BreastCancer_MCA<- BreastCancer_clean[, 2:10]) #excl.Ind and Class
## Cl.thickness Cell.size Cell.shape Marg.adhesion Epith.c.size Bare.nuclei
## 1 5 1 1 1 2 1
## 2 5 4 4 5 7 10
## 3 3 1 1 1 2 2
## 4 6 8 8 1 3 4
## 5 4 1 1 3 2 1
## 6 8 10 10 8 7 10
## Bl.cromatin Normal.nucleoli Mitoses
## 1 3 1 1
## 2 3 2 1
## 3 3 1 1
## 4 3 7 1
## 5 3 1 1
## 6 9 7 1
for (i in 1:ncol(BreastCancer_MCA)) {
plot(BreastCancer_MCA[,i], main=colnames(BreastCancer_MCA)[i],
ylab = "Count", col="steelblue", las = 2)
}
*Optional: Histogram of variable counts (though I am not using LDA here)
cellsize <- ggplot(data = BreastCancer_clean, aes(x = as.numeric(Cell.size), fill = Class)) +
geom_histogram(position="identity", alpha=0.5, bins= 25) +
ggtitle("Cell size by Class (B/M)")+
theme_bw()
cellsize
cellshape <- ggplot(data = BreastCancer_clean, aes(x = as.numeric(Cell.shape), fill = Class)) +
geom_histogram(position="identity", alpha=0.5, bins= 25) +
ggtitle("Cell shape by Class (B/M)")+
theme_bw()
cellshape
grid.arrange(cellsize, cellshape)
####MCA: FactoMineR::MCA() (by default: MCA(X, ncp = 5, graph = TRUE)) X : a data frame with n rows (individuals) and p columns (categorical variables) ncp : number of dimensions kept in the final results. graph : a logical value. If TRUE a graph is displayed.
(guidance from: https://r.789695.n4.nabble.com/How-to-use-PC1-of-PCA-and-dim1-of-MCA-as-a-predictor-in-logistic-regression-model-for-data-reduction-td3750251.html)
#Then, I used mjca of ca pacakge for MCA.
#install.packages("ca")
library(ca)
mjca1 <- mjca(BreastCancer_MCA)
summary(mjca1)
##
## Principal inertias (eigenvalues):
##
## dim value % cum% scree plot
## 1 0.470641 65.8 65.8 *******************
## 2 0.050913 7.1 72.9 **
## 3 0.018727 2.6 75.5 *
## 4 0.012462 1.7 77.2
## 5 0.011066 1.5 78.8
## 6 0.009880 1.4 80.2
## 7 0.008198 1.1 81.3
## 8 0.007278 1.0 82.3
## 9 0.006711 0.9 83.3
## 10 0.005891 0.8 84.1
## 11 0.004856 0.7 84.8
## 12 0.004246 0.6 85.4
## 13 0.003943 0.6 85.9
## 14 0.003128 0.4 86.3
## 15 0.002650 0.4 86.7
## 16 0.002494 0.3 87.1
## 17 0.001875 0.3 87.3
## 18 0.001701 0.2 87.6
## 19 0.001434 0.2 87.8
## 20 0.001263 0.2 87.9
## 21 0.001111 0.2 88.1
## 22 0.000991 0.1 88.2
## 23 0.000653 0.1 88.3
## 24 0.000525 0.1 88.4
## 25 0.000448 0.1 88.5
## 26 0.000254 0.0 88.5
## 27 0.000186 0.0 88.5
## 28 0.000154 0.0 88.5
## 29 9.4e-050 0.0 88.6
## 30 5.7e-050 0.0 88.6
## 31 5.5e-050 0.0 88.6
## 32 3e-05000 0.0 88.6
## 33 1.4e-050 0.0 88.6
## -------- -----
## Total: 0.715685
##
##
## Columns:
## name mass qlt inr k=1 cor ctr k=2 cor ctr
## 1 | Cl.thickness:1 | 23 952 11 | 617 937 18 | 79 15 3 |
## 2 | Cl.thickness:2 | 8 812 9 | 524 811 5 | 21 1 0 |
## 3 | Cl.thickness:3 | 17 816 8 | 400 805 6 | -48 11 1 |
## 4 | Cl.thickness:4 | 13 689 8 | 360 686 4 | -24 3 0 |
## 5 | Cl.thickness:5 | 21 30 7 | -43 30 0 | 0 0 0 |
## 6 | Cl.thickness:6 | 5 489 9 | -561 478 4 | 83 11 1 |
## 7 | Cl.thickness:7 | 4 699 11 | -1032 529 8 | -583 169 25 |
## 8 | Cl.thickness:8 | 7 786 13 | -1042 785 17 | -22 0 0 |
## 9 | Cl.thickness:9 | 2 517 11 | -1088 472 6 | 335 45 5 |
## 10 | Cl.thickness:10 | 11 903 14 | -1060 903 27 | 26 1 0 |
## 11 | Cell.size:1 | 61 952 17 | 612 942 48 | 64 10 5 |
## 12 | Cell.size:2 | 7 270 9 | 297 202 1 | -172 68 4 |
## 13 | Cell.size:3 | 8 404 9 | -218 93 1 | -400 311 27 |
## 14 | Cell.size:4 | 6 588 12 | -764 418 8 | -487 170 29 |
## 15 | Cell.size:5 | 5 624 13 | -1076 550 12 | -394 74 15 |
## 16 | Cell.size:6 | 4 561 12 | -1011 502 9 | -346 59 10 |
## 17 | Cell.size:7 | 3 538 12 | -1137 523 8 | -194 15 2 |
## 18 | Cell.size:8 | 5 562 13 | -1109 550 12 | -167 13 3 |
## 19 | Cell.size:9 | 1 324 10 | -1240 321 3 | -116 3 0 |
## 20 | Cell.size:10 | 11 892 21 | -1247 638 36 | 787 254 133 |
## 21 | Cell.shape:1 | 56 953 16 | 622 942 46 | 68 11 5 |
## 22 | Cell.shape:2 | 9 274 9 | 294 231 2 | -128 44 3 |
## 23 | Cell.shape:3 | 9 230 8 | -83 25 0 | -240 205 10 |
## 24 | Cell.shape:4 | 7 526 11 | -595 389 5 | -354 137 17 |
## 25 | Cell.shape:5 | 5 640 12 | -896 523 9 | -423 117 18 |
## 26 | Cell.shape:6 | 5 634 12 | -925 507 9 | -464 128 20 |
## 27 | Cell.shape:7 | 5 657 13 | -1148 586 14 | -397 70 15 |
## 28 | Cell.shape:8 | 4 577 12 | -1106 575 11 | 70 2 0 |
## 29 | Cell.shape:9 | 1 321 10 | -1078 321 3 | 31 0 0 |
## 30 | Cell.shape:10 | 9 894 21 | -1289 627 33 | 841 267 131 |
## 31 | Marg.adhesion:1 | 64 991 13 | 522 986 37 | 36 5 2 |
## 32 | Marg.adhesion:2 | 9 183 8 | -71 28 0 | -166 154 5 |
## 33 | Marg.adhesion:3 | 9 363 8 | -257 285 1 | -134 77 3 |
## 34 | Marg.adhesion:4 | 5 735 11 | -788 515 7 | -515 220 28 |
## 35 | Marg.adhesion:5 | 4 661 11 | -1057 596 9 | -351 66 9 |
## 36 | Marg.adhesion:6 | 3 605 10 | -874 555 6 | -261 50 5 |
## 37 | Marg.adhesion:7 | 2 457 12 | -1327 440 8 | 257 17 3 |
## 38 | Marg.adhesion:8 | 4 689 12 | -1193 661 12 | 242 27 5 |
## 39 | Marg.adhesion:9 | 1 198 9 | -889 198 1 | -21 0 0 |
## 40 | Marg.adhesion:10 | 9 846 17 | -1212 746 28 | 443 100 35 |
## 41 | Epith.c.size:1 | 7 846 9 | 641 826 6 | 100 20 1 |
## 42 | Epith.c.size:2 | 61 980 13 | 540 979 38 | 17 1 0 |
## 43 | Epith.c.size:3 | 12 661 10 | -436 361 5 | -398 300 36 |
## 44 | Epith.c.size:4 | 8 792 12 | -912 692 14 | -346 99 18 |
## 45 | Epith.c.size:5 | 6 692 12 | -978 672 13 | -168 20 4 |
## 46 | Epith.c.size:6 | 7 806 13 | -1082 774 16 | 222 33 6 |
## 47 | Epith.c.size:7 | 2 483 11 | -1220 462 6 | 260 21 2 |
## 48 | Epith.c.size:8 | 3 638 11 | -1096 589 9 | 318 50 7 |
## 49 | Epith.c.size:9 | 0 180 10 | -1451 141 1 | 762 39 4 |
## 50 | Epith.c.size:10 | 5 817 13 | -1149 611 14 | 667 206 44 |
## 51 | Bare.nuclei:1 | 65 982 14 | 550 973 42 | 52 9 3 |
## 52 | Bare.nuclei:2 | 5 9 8 | -49 8 0 | -17 1 0 |
## 53 | Bare.nuclei:3 | 5 241 9 | -242 118 1 | -247 123 5 |
## 54 | Bare.nuclei:4 | 3 318 9 | -557 318 2 | -14 0 0 |
## 55 | Bare.nuclei:5 | 5 516 9 | -610 514 4 | -30 1 0 |
## 56 | Bare.nuclei:6 | 1 104 10 | -761 103 1 | 70 1 0 |
## 57 | Bare.nuclei:7 | 1 371 10 | -938 232 2 | -725 139 13 |
## 58 | Bare.nuclei:8 | 3 522 11 | -996 509 7 | -159 13 2 |
## 59 | Bare.nuclei:9 | 1 380 10 | -1116 376 4 | -107 3 0 |
## 60 | Bare.nuclei:10 | 21 934 21 | -1081 934 53 | -19 0 0 |
## 61 | Bl.cromatin:1 | 24 946 11 | 587 940 18 | 44 5 1 |
## 62 | Bl.cromatin:2 | 26 950 11 | 568 946 18 | 39 4 1 |
## 63 | Bl.cromatin:3 | 26 663 7 | 232 615 3 | -65 48 2 |
## 64 | Bl.cromatin:4 | 6 642 11 | -864 605 10 | -215 38 6 |
## 65 | Bl.cromatin:5 | 6 555 11 | -804 521 8 | -204 34 5 |
## 66 | Bl.cromatin:6 | 1 555 9 | -890 386 2 | -588 169 10 |
## 67 | Bl.cromatin:7 | 12 851 15 | -1048 827 27 | -179 24 7 |
## 68 | Bl.cromatin:8 | 5 706 13 | -1226 648 15 | 366 58 12 |
## 69 | Bl.cromatin:9 | 2 463 11 | -1206 453 6 | 172 9 1 |
## 70 | Bl.cromatin:10 | 3 811 13 | -1268 523 11 | 940 288 56 |
## 71 | Normal.nucleoli:1 | 70 984 12 | 485 981 35 | 29 4 1 |
## 72 | Normal.nucleoli:2 | 6 107 8 | 120 51 0 | -126 56 2 |
## 73 | Normal.nucleoli:3 | 7 507 10 | -644 462 6 | -201 45 5 |
## 74 | Normal.nucleoli:4 | 3 535 10 | -820 385 4 | -512 150 15 |
## 75 | Normal.nucleoli:5 | 3 610 10 | -977 575 6 | -241 35 4 |
## 76 | Normal.nucleoli:6 | 4 559 10 | -754 456 4 | -357 103 9 |
## 77 | Normal.nucleoli:7 | 3 595 11 | -1155 593 7 | -64 2 0 |
## 78 | Normal.nucleoli:8 | 4 692 11 | -1129 673 10 | -190 19 3 |
## 79 | Normal.nucleoli:9 | 2 517 11 | -1085 489 6 | -258 28 3 |
## 80 | Normal.nucleoli:10 | 10 928 18 | -1267 793 33 | 522 135 52 |
## 81 | Mitoses:1 | 92 982 4 | 227 979 10 | -12 3 0 |
## 82 | Mitoses:2 | 6 741 10 | -796 609 8 | -372 133 15 |
## 83 | Mitoses:3 | 5 772 12 | -1144 768 15 | -74 3 1 |
## 84 | Mitoses:4 | 2 525 11 | -1268 512 7 | -206 13 2 |
## 85 | Mitoses:5 | 1 339 9 | -846 239 1 | 547 100 6 |
## 86 | Mitoses:6 | 0 292 10 | -1446 274 2 | 371 18 1 |
## 87 | Mitoses:7 | 1 528 10 | -1187 452 4 | 488 76 7 |
## 88 | Mitoses:8 | 1 306 10 | -1030 301 3 | 140 6 0 |
## 89 | Mitoses:10 | 2 751 12 | -1341 463 9 | 1058 288 50 |
# Dim1 explains 65.8% of variance, of the highest dim score on scree plot. 33 dimensions explain ~88.6% of variance.
# which values I could use like PC1 in PCA?
#"rowcoord" in mjca1 will help:.
plot.mjca(mjca1)
mjca1$rowpcoord
## [,1] [,2] [,3] [,4] [,5]
## [1,] 0.60670236 0.093148317 -0.0194645763 -0.0339920478 -0.0679413532
## [2,] -0.67713460 -0.568312780 -0.5710272022 -0.9223240981 0.7957212383
## [3,] 0.58140352 0.035735465 -0.0517082388 -0.0219969529 0.1303154817
## [4,] -0.63869859 -0.261121408 1.0222161072 0.8210721236 1.3059904813
## [5,] 0.54587161 -0.002697945 0.0940041356 0.0067468532 0.0260952186
## [6,] -1.49085120 1.076066095 0.5478778388 -1.0914567387 0.7082658028
## [7,] 0.44934524 0.096811484 0.0192649136 -0.1025567916 -0.1379838327
## [8,] 0.64547145 0.007046507 -0.0647849879 0.0095033584 0.0166632459
## [9,] 0.58228667 0.432198770 -0.0266168335 0.2753872274 -0.3994286278
## [10,] 0.67556178 0.016013325 0.0002533900 -0.0189274323 0.2017063942
## [11,] 0.72999692 0.172657736 0.1763149161 -0.0476324042 -0.1648406639
## [12,] 0.75301983 0.154444713 0.1261477196 -0.0122699770 -0.1436747828
## [13,] -0.28505505 -0.857740287 -0.5309088085 -0.4663524368 0.0648873933
## [14,] 0.58527182 -0.015448150 -0.0091486054 -0.1495432357 0.0533481457
## [15,] -1.56627214 -0.341420199 0.0647221833 -2.4527460932 0.3527272050
## [16,] -0.86202769 -1.085312369 -0.8735996198 0.2212106150 -0.0626975817
## [17,] 0.72650889 0.132198496 0.1323574802 -0.0148536952 0.0136752641
## [18,] 0.67199796 0.081089342 0.0932921609 -0.0212693150 0.0135736037
## [19,] -1.19663578 -0.862123854 0.7394190742 -0.2515589968 -0.3817647153
## [20,] 0.52280977 0.133962448 0.1413363176 0.1033050009 -0.1662691630
## [21,] -1.15281251 -0.874777363 -0.2946183542 -1.8235180282 -0.1501872060
## [22,] -1.19800413 -0.540289385 -0.1907416530 1.5137672750 -1.1333385536
## [23,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [24,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [25,] -0.21214729 -1.018734728 -0.7905925237 1.0354170147 -0.1846379621
## [26,] 0.69848019 0.045417052 0.0456237493 -0.0481393738 0.0510139009
## [27,] 0.66121329 0.144257471 0.0196007430 -0.0275764280 -0.0678396928
## [28,] 0.75301983 0.154444713 0.1261477196 -0.0122699770 -0.1436747828
## [29,] 0.65699386 0.034216507 -0.0384227072 0.0575957224 -0.0775981423
## [30,] 0.74942729 0.161602224 0.1777278395 -0.0440656366 -0.1370172292
## [31,] 0.69850890 0.103335559 0.0870824003 -0.0186855968 -0.1437764432
## [32,] -1.34753758 -0.579352655 0.8645505009 -0.6451538713 -0.4917263196
## [33,] 0.60246771 0.003614281 -0.0268722617 0.0485829372 -0.0775245307
## [34,] 0.67994736 0.024335348 -0.0524678713 -0.0031000227 0.0947716833
## [35,] 0.75301983 0.154444713 0.1261477196 -0.0122699770 -0.1436747828
## [36,] -1.19928144 1.115978958 0.6032818339 0.6364387608 -0.5754629039
## [37,] 0.28103339 0.002771525 0.2726454433 0.2024663528 -0.2180207989
## [38,] -0.67409211 -0.707209574 -1.4865931427 -0.5081146686 0.4388594933
## [39,] -0.76269814 -0.827584223 -0.2580280635 1.4050156830 -0.9225944680
## [40,] -0.76557290 -1.235835840 -1.2510904382 0.5102855643 0.0440764264
## [41,] -1.32504105 0.685068295 -0.7094217557 0.2082749015 -0.5824656176
## [42,] -0.40149342 -0.176970919 -0.3179798727 -0.0705243658 -0.5703815060
## [43,] -1.16547582 1.174128949 -0.0923094513 0.4893341863 -0.3444874362
## [44,] 0.60235398 0.005591087 0.1348065281 0.0695779322 -0.0142783810
## [45,] -1.04752498 -0.997038475 1.4455975265 -0.6010148998 -0.0554086676
## [46,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [47,] 0.54587161 -0.002697945 0.0940041356 0.0067468532 0.0260952186
## [48,] -1.12752916 -1.204350531 1.5537117701 0.4495315019 -0.5236469425
## [49,] -0.36319281 0.212563584 0.1729042305 0.3448770976 -0.1538549215
## [50,] -0.24471053 -0.856786151 -0.3034999739 0.1074755982 0.2764548558
## [51,] -1.01206567 -0.737747325 -0.7981037304 0.3565007136 0.4728350881
## [52,] -1.33324364 0.020728134 0.1762860867 0.4063980836 -2.2298344975
## [53,] -1.02599515 -0.519759506 0.2506751218 0.6180498527 -2.0732728476
## [54,] -0.82123463 -0.851552591 -0.3784235893 -0.0468259591 -0.0551705706
## [55,] -0.79029253 0.482674176 0.1109482852 -0.1376791174 0.6619527097
## [56,] -0.67004320 -0.762801798 0.1385277442 -1.9745951640 0.4240294871
## [57,] -0.25296295 -0.176351981 -0.5203539717 -0.2187545130 0.2572517065
## [58,] -0.44256403 -0.411167295 -0.5021657637 -0.0610794102 -0.4662254691
## [59,] -0.77680060 -0.750391702 -0.6605519111 -0.1775091453 0.3068448174
## [60,] 0.67099501 0.149009286 0.0250094765 -0.0127324809 0.1026953678
## [61,] -0.87983618 1.098364586 -0.2751003774 0.1866747350 -0.4040600962
## [62,] -0.40581164 -0.568284850 0.0808015429 -0.2743998273 0.2207498092
## [63,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [64,] -0.70355971 -0.160073616 -1.4170131630 0.6655927114 0.5468603573
## [65,] 0.67199796 0.081089342 0.0932921609 -0.0212693150 0.0135736037
## [66,] -0.68566395 -0.444697860 -0.4810078119 -0.3316187644 -0.0874634322
## [67,] -1.29453228 -0.340163492 1.4346941192 0.9383469477 1.1221912107
## [68,] 0.65450148 0.055225029 0.0410473068 -0.0127738896 0.1611627721
## [69,] 0.54708006 -0.006963189 -0.1749883004 0.0498606006 -0.0268181069
## [70,] -1.20212192 1.144613980 0.2211526053 0.5420069758 -0.2860398916
## [71,] 0.10265166 -0.480123306 -0.3286226169 0.2617462748 0.2092719569
## [72,] -1.27778284 -0.170162675 -0.5955382823 -0.2766519897 -0.5822593158
## [73,] -0.63658860 -0.647363024 -0.5944146654 0.1808972368 0.9917033184
## [74,] 0.32683678 -0.148960588 -0.3390629661 -0.0608180148 0.5100056142
## [75,] 0.57102394 -0.024695171 -0.0767455712 -0.2133031026 0.1715806759
## [76,] 0.43076845 -0.183886628 -0.3405650306 0.0534949600 0.1076814488
## [77,] 0.55019126 -0.077612817 -0.0468010014 -0.1523920879 0.0810699200
## [78,] 0.59492291 -0.049647252 0.0015364367 0.1525654832 -0.0476284988
## [79,] 0.40369507 -0.124144416 0.0665241378 0.1086647104 -0.0350883900
## [80,] 0.63046769 0.032477219 0.0184028182 0.0524148387 0.0799271765
## [81,] 0.55575525 -0.023036855 -0.1515686666 -0.0380657849 0.1200897770
## [82,] 0.37413177 -0.020248110 0.1333766546 0.0940147949 -0.0381180610
## [83,] -1.41383767 0.219464348 1.2055538674 0.0316442639 -1.7813081135
## [84,] -1.11296882 1.170525472 -0.7409754850 0.6011408328 0.5517056017
## [85,] -0.80375443 -1.227764338 0.2738090008 -0.5691263388 -0.6676134828
## [86,] -1.23621740 -1.063203284 -0.0293001765 -0.5744710549 -0.8150035784
## [87,] 0.67199796 0.081089342 0.0932921609 -0.0212693150 0.0135736037
## [88,] 0.49888171 -0.149368529 -0.1124182253 0.2198340171 0.0186234137
## [89,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [90,] 0.64000533 0.023551223 0.0045592783 0.0445783756 -0.0246460415
## [91,] 0.67199796 0.081089342 0.0932921609 -0.0212693150 0.0135736037
## [92,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [93,] 0.69850890 0.103335559 0.0870824003 -0.0186855968 -0.1437764432
## [94,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [95,] 0.66004036 0.057371537 0.0313074811 0.0635973765 -0.1026528185
## [96,] 0.60670236 0.093148317 -0.0194645763 -0.0339920478 -0.0679413532
## [97,] -1.13622829 0.704319867 0.4890650625 -0.1681369702 1.2909441293
## [98,] -1.57175729 -0.900417428 0.3988480758 -0.7825604101 -1.1556725765
## [99,] -0.84919222 -0.019423162 -0.5906993655 0.2985847808 0.0667560797
## [100,] -0.21528613 -0.726340778 -0.5150282519 -0.1880270219 0.3742674736
## [101,] 0.61896050 -0.015199710 -0.0585752274 0.0069196402 0.1740132928
## [102,] -0.31833613 -0.287278253 -0.0727595791 -0.0629948297 0.3963401489
## [103,] -1.42403790 1.541920373 0.1726227407 1.0798275146 -0.0750022807
## [104,] -0.67152127 -1.083267845 -0.6629616719 -0.2687846810 0.2577535959
## [105,] -0.88794408 0.834926885 -0.2060549641 -0.0486489647 -0.5654864698
## [106,] -1.07214242 0.130488920 0.1400266930 -0.8054505696 0.5164650130
## [107,] 0.58519220 0.069667800 -0.1993637009 0.0726980463 -0.0553145590
## [108,] -1.27848438 -1.047377768 0.4626842548 0.2581667582 -0.4431157843
## [109,] -0.13027894 -0.588976500 -0.8548807787 -0.0245082739 0.5107814026
## [110,] -0.65671168 -0.580492116 0.4049495309 -1.0262967579 0.6030981519
## [111,] -0.96381505 -0.308195989 -1.0408503516 0.1216400672 -0.1831646854
## [112,] -1.05482819 1.187283370 0.2305279162 0.7042742811 -0.5279635578
## [113,] 0.36275017 -0.402324691 -0.4448795012 -0.1104002786 0.3507788382
## [114,] 0.58311174 0.144916307 0.1566032775 -0.0891966186 0.0405377292
## [115,] 0.04028054 -0.407826177 -0.4803216000 -0.1038160761 0.7647587623
## [116,] -1.27492847 -0.513471994 -0.0743656260 0.8193911619 -0.8274658749
## [117,] 0.40765685 -0.140337310 0.1830152936 -0.1397599645 0.0206767293
## [118,] 0.53045642 -0.080449707 -0.1838123290 -0.0260706900 0.3183466118
## [119,] 0.56447579 -0.064330417 -0.1678354567 0.0606017437 0.1332001611
## [120,] 0.52398049 -0.068875611 -0.1508543657 -0.0096354073 0.3976898817
## [121,] -1.37498023 0.815969981 -1.2010573659 -0.0231162850 0.0659626165
## [122,] -0.65325529 -0.444989378 -1.1479072464 -0.2819571748 -0.4320340348
## [123,] -1.24930189 0.107738113 -0.4245566704 3.9563393202 0.9186549057
## [124,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [125,] -1.35741688 -0.589712730 -0.0692738191 1.3420779509 -0.4646748619
## [126,] 0.67847388 0.069515245 0.0603341976 -0.0377045977 -0.0657696662
## [127,] -0.96622530 -1.099457785 -0.4068069476 -0.3359582748 -0.3189267427
## [128,] 0.49765317 0.505495784 0.0609942121 0.0610707081 -0.0753638984
## [129,] 0.54708006 -0.006963189 -0.1749883004 0.0498606006 -0.0268181069
## [130,] 0.69850890 0.103335559 0.0870824003 -0.0186855968 -0.1437764432
## [131,] -1.20657884 0.543357873 -0.6355038800 -0.2526425533 -0.1577064206
## [132,] 0.67393186 0.044169517 0.0424602302 -0.0092071221 0.1889862067
## [133,] 0.57488789 -0.083467565 -0.0252117660 0.1335464823 0.0303782782
## [134,] 0.32675883 -0.053752730 -0.4679226264 0.0828537689 0.1662190158
## [135,] 0.72650889 0.132198496 0.1323574802 -0.0148536952 0.0136752641
## [136,] 0.73604653 0.123272501 0.1185139403 -0.0226901584 -0.0908979540
## [137,] 0.67347143 0.035909444 -0.0195099080 0.0133352600 0.1741149532
## [138,] 0.73604653 0.123272501 0.1185139403 -0.0226901584 -0.0908979540
## [139,] 0.75608155 0.157092814 0.1452621431 -0.0036711575 -0.1689047310
## [140,] -1.29963878 -0.917751430 -0.5545729790 0.0628840874 -0.6406600713
## [141,] 0.58311174 0.144916307 0.1566032775 -0.0891966186 0.0405377292
## [142,] 0.75301983 0.154444713 0.1261477196 -0.0122699770 -0.1436747828
## [143,] -0.57694249 -0.619758305 -0.3613401522 0.2527658584 -0.6880480228
## [144,] 0.51289808 -0.055082679 -0.0996018064 0.1521029792 0.1987416518
## [145,] -0.14167613 -0.042247515 0.0990564058 -0.3839495988 -0.3546920283
## [146,] -1.56791676 -0.164825051 1.3179832599 0.0300049405 -0.6774966719
## [147,] 0.72999692 0.172657736 0.1763149161 -0.0476324042 -0.1648406639
## [148,] -0.92935020 -0.816823191 -0.4503451894 -0.9198821544 0.3042970441
## [149,] -1.30802609 0.551818671 0.6386720945 0.5800465069 0.2783954029
## [150,] 0.60128799 -0.012281465 0.0443367047 -0.1209423659 0.1352849021
## [151,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [152,] -0.56087423 -0.759803476 -0.3909400183 0.3795669205 -1.1579137175
## [153,] 0.66408081 -0.029685157 -0.1469195656 -0.0043249076 0.2550810392
## [154,] 0.69850890 0.103335559 0.0870824003 -0.0186855968 -0.1437764432
## [155,] -1.58683795 0.908506093 0.6632552612 -0.3401872759 0.4023479481
## [156,] -1.44914465 -0.939797320 1.0609795505 -0.7834905413 0.2939091741
## [157,] 0.61294501 0.004634459 0.0363528741 0.0008125408 0.2682278162
## [158,] 0.67847388 0.069515245 0.0603341976 -0.0377045977 -0.0657696662
## [159,] 0.33421300 0.225848392 0.0277906534 -0.2493274209 -0.4839931916
## [160,] 0.51587465 -0.029145322 -0.0756895622 0.0165201856 0.4643129641
## [161,] -1.25520172 0.089312495 0.3917914528 -0.3837775867 -0.7073086767
## [162,] -0.94353087 1.201221657 -0.1196284072 0.4185002760 0.1412389949
## [163,] 0.67847388 0.069515245 0.0603341976 -0.0377045977 -0.0657696662
## [164,] 0.69152837 0.126693714 0.1205399969 0.0346505691 -0.1237170392
## [165,] 0.73604653 0.123272501 0.1185139403 -0.0226901584 -0.0908979540
## [166,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [167,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [168,] -1.65304474 2.168619198 -0.6472269590 -0.5254337070 -1.0858813367
## [169,] -0.87995532 -1.129767592 -0.5343012285 -0.1980344297 -0.2485281362
## [170,] -1.22898248 0.030069598 1.0220826145 0.7353837829 0.9549860799
## [171,] 0.69850890 0.103335559 0.0870824003 -0.0186855968 -0.1437764432
## [172,] -1.06826940 1.038484689 -0.6618692501 -0.4110880337 -0.1441403863
## [173,] 0.67199796 0.081089342 0.0932921609 -0.0212693150 0.0135736037
## [174,] -0.29481222 -0.303963634 -0.4917508545 0.1127260374 0.0755314871
## [175,] 0.72999692 0.172657736 0.1763149161 -0.0476324042 -0.1648406639
## [176,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [177,] 0.52280977 0.133962448 0.1413363176 0.1033050009 -0.1662691630
## [178,] -1.20804411 -0.208262150 1.6212913594 -0.1300651244 -0.2084384632
## [179,] -0.96804138 -0.860699243 0.2259116761 -0.9981999238 0.4217087045
## [180,] 0.71495138 0.144313382 0.1654107229 -0.0314622555 -0.2151256666
## [181,] -1.05287391 -0.247778108 1.2431028304 0.2140057963 -1.0271284980
## [182,] -1.61636619 0.309872633 -0.1626902257 0.5534576345 -0.4178093468
## [183,] -1.16257017 0.136641967 0.7685587240 -0.6177482151 0.4682535635
## [184,] 0.54847410 -0.135725920 -0.2287065402 0.0385075460 0.1355612756
## [185,] -1.45023217 1.128187015 0.5791092250 0.4155210517 -0.9531450141
## [186,] -1.63791704 0.584477858 -0.7328899455 -0.2209268241 -0.6368655083
## [187,] 0.66121329 0.144257471 0.0196007430 -0.0275764280 -0.0678396928
## [188,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [189,] 0.67847388 0.069515245 0.0603341976 -0.0377045977 -0.0657696662
## [190,] 0.67199796 0.081089342 0.0932921609 -0.0212693150 0.0135736037
## [191,] -1.34121559 -1.489968110 0.1393358845 0.5719394260 0.2729694076
## [192,] 0.39451443 -0.178459401 0.0062185601 0.0229621993 -0.0728573462
## [193,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [194,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [195,] -1.58881483 -0.609502243 1.5137625320 -1.0163343631 -0.1946014029
## [196,] -1.10254293 0.218515995 0.8475084990 0.7916476705 0.5502519964
## [197,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [198,] 0.60670236 0.093148317 -0.0194645763 -0.0339920478 -0.0679413532
## [199,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [200,] -1.42377151 1.330271557 -0.7011392146 0.3370662535 -0.1315501244
## [201,] -0.97019699 0.305937718 0.0261459181 -0.5757751885 0.6468017547
## [202,] 0.72999692 0.172657736 0.1763149161 -0.0476324042 -0.1648406639
## [203,] 0.72999692 0.172657736 0.1763149161 -0.0476324042 -0.1648406639
## [204,] 0.62314484 0.134126141 0.0588637463 -0.0467687065 -0.1392905765
## [205,] -1.74725030 1.536876252 0.2603129238 -0.8631400941 -0.0425120344
## [206,] -1.37201556 0.156550942 1.5738278100 0.0287265734 0.0366334067
## [207,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [208,] -1.73163511 1.219030971 -0.3083551255 -1.1885924878 -0.2861099324
## [209,] -1.31499371 1.108529105 -1.1472216492 -0.0483910772 -0.4372135860
## [210,] -1.46834047 -0.070018830 1.0760321266 -0.4506329936 1.7663766771
## [211,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [212,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [213,] -1.49192121 0.716184328 0.9709113158 1.9120595144 0.7459731182
## [214,] 0.40867654 -0.017258212 -0.0532527259 0.1807420295 -0.1252475771
## [215,] 0.61751324 0.031958635 -0.0159680685 0.0324127885 -0.0272395280
## [216,] -1.19824157 0.256996806 -0.2154476215 -0.3987919765 0.8956496818
## [217,] 0.42880968 0.048868172 0.2118347189 -0.0689694982 0.1140051131
## [218,] -1.03049166 -1.395819975 0.4431148002 0.2566147492 -1.2695442712
## [219,] -1.35290850 -1.121852024 0.0767074435 0.8532652905 -1.3658921199
## [220,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [221,] -1.32010005 -0.763430825 1.0724574773 0.8767551771 -0.9752451134
## [222,] -1.20480830 -0.561924661 1.4229100789 -0.2930528906 1.8754880230
## [223,] 0.72999692 0.172657736 0.1763149161 -0.0476324042 -0.1648406639
## [224,] -1.34888538 1.403378322 -0.2582766224 0.0263436754 0.4702016335
## [225,] -1.08204331 -1.799234518 -0.2611593311 1.4114693258 -0.7196735173
## [226,] -1.46742486 -0.508589938 2.1450712068 0.9562855151 -0.3008702435
## [227,] -0.67305711 -0.926358283 -0.9859090688 0.0867175877 0.2913565351
## [228,] -0.97003427 -0.798550690 -0.4101834302 -0.3639287822 -0.3131445784
## [229,] 0.13239817 -0.649540210 -0.7483401819 0.2149661474 0.1276294079
## [230,] -1.43457725 0.351598550 0.3972994325 0.4320004909 0.3093381253
## [231,] -1.43968362 0.095219377 0.9505248068 -0.6230284225 1.1837272409
## [232,] -1.51331878 1.713365307 0.2961597899 -0.0376655281 0.2110471936
## [233,] -0.92972181 -1.014399625 -1.3777519621 0.3683583029 0.3045030174
## [234,] 0.14101018 -0.237651523 -0.6227343757 0.1947225855 0.2198638770
## [235,] 0.56879001 0.026705782 0.1393744949 -0.0224650882 -0.1245972747
## [236,] 0.69850890 0.103335559 0.0870824003 -0.0186855968 -0.1437764432
## [237,] 0.35780547 0.022745767 -0.0435746290 -0.3897988490 0.1811459504
## [238,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [239,] 0.41359080 -0.040352741 -0.2454616746 0.0489841309 0.1943957072
## [240,] -1.42187779 0.630385323 0.7464840535 -0.5561851653 -0.7169648145
## [241,] -0.42767819 -0.587930852 -0.4896328499 -0.3415327934 0.6609772161
## [242,] 0.47146027 -0.109162274 -0.1926924358 0.0245741607 -0.1587825245
## [243,] 0.66714253 -0.027037056 -0.1278051422 0.0042739119 0.2298510910
## [244,] -1.09562328 -0.419789217 -1.5024906377 -0.4816547521 0.2326245156
## [245,] -0.86244607 -0.838758979 -0.6610527416 0.0769780577 0.3014913719
## [246,] -1.32504105 0.685068295 -0.7094217557 0.2082749015 -0.5824656176
## [247,] -0.87983618 1.098364586 -0.2751003774 0.1866747350 -0.4040600962
## [248,] -0.70255968 -0.874243831 -0.5680571919 -0.1784536831 -0.1688444656
## [249,] 0.73604653 0.123272501 0.1185139403 -0.0226901584 -0.0908979540
## [250,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [251,] 0.67847388 0.069515245 0.0603341976 -0.0377045977 -0.0657696662
## [252,] -0.67067631 -0.724257042 1.4815288245 -0.9764447577 -0.7266847683
## [253,] -1.20405378 -0.256605867 -0.3892103789 -0.0243809072 -0.0511130558
## [254,] -1.38472602 1.548418806 -1.0142563312 0.2274489515 -0.9117876442
## [255,] -1.29984300 -0.611615089 1.5829141794 -0.4473641169 0.3807290906
## [256,] -1.18995091 -0.307745125 -1.1989482463 -0.4097123723 0.1828723743
## [257,] -1.30556318 -0.329180482 -0.8258105628 -0.6742088272 1.0059455052
## [258,] 0.35060797 -0.190790804 -0.2902013471 -0.1967731689 0.4516833154
## [259,] -1.18420405 -0.487546655 -0.9853516928 0.4518717853 0.0310195715
## [260,] -0.42739918 -0.795207488 -0.5475636263 0.3009546669 -0.3303760730
## [261,] -1.25549850 -0.102369662 1.2607986319 1.9934183224 1.7334208942
## [262,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [263,] -0.90682656 -0.975703949 0.2900197107 0.2416356987 0.0124407829
## [264,] 0.60670236 0.093148317 -0.0194645763 -0.0339920478 -0.0679413532
## [265,] -0.42739918 -0.795207488 -0.5475636263 0.3009546669 -0.3303760730
## [266,] -0.32181505 -0.867713818 -0.7821627447 0.3576805276 0.8532913125
## [267,] 0.61942093 -0.006939638 0.0033949108 -0.0156227419 0.1888845463
## [268,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [269,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [270,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [271,] -1.02986802 -1.058085098 0.0178107577 2.3763798106 -0.5488346899
## [272,] 0.67847388 0.069515245 0.0603341976 -0.0377045977 -0.0657696662
## [273,] 0.60246771 0.003614281 -0.0268722617 0.0485829372 -0.0775245307
## [274,] -0.77183252 -0.562695060 -1.0493335494 -0.3830653369 -0.2248940920
## [275,] -0.64624179 -0.644137928 -1.1196456658 0.0039056150 -0.0064574250
## [276,] -0.99418194 -0.826921501 -0.5691776429 -0.1304438427 -0.6118829878
## [277,] -1.70590494 1.551463154 -0.5211069014 -0.7798516987 0.0166920239
## [278,] -1.70219206 2.023769198 -1.0004769764 0.1118961945 -0.0142418722
## [279,] 0.57488789 -0.083467565 -0.0252117660 0.1335464823 0.0303782782
## [280,] -0.46591634 -0.062102222 -0.0551972658 -0.1872090982 0.2452437571
## [281,] -1.41444495 -0.129700772 0.0520961676 -0.9437137957 -0.3068866922
## [282,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [283,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [284,] -0.59662383 -0.616738500 -0.9223230249 0.1338014326 -0.1365499513
## [285,] -1.17627601 -0.516084260 1.0284504598 0.0483271184 -1.4860720910
## [286,] -0.71721013 -0.765570934 -0.1746354201 -0.3686847675 0.8053183954
## [287,] 0.20572779 -0.071659727 0.2780525795 -0.5313913153 0.2257361700
## [288,] -0.97962276 -0.477205763 0.5116368325 0.1009961879 0.0427039922
## [289,] -1.24852910 -0.023602970 0.0922968495 0.1053033835 0.6618042068
## [290,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [291,] -1.79945517 1.997103379 -0.3521973647 3.0705118609 0.9303619455
## [292,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [293,] -0.72011435 -0.733954313 -1.2553636361 -0.2618548576 0.9536002784
## [294,] -1.27117142 -0.553462144 0.3945396949 -0.5200345233 0.3840472084
## [295,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [296,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [297,] -1.44802549 -1.000621005 1.6639005630 -0.1353128278 -0.4734724824
## [298,] 0.32272492 -0.039418900 -0.0812270249 -0.3926477012 0.2088677247
## [299,] 0.59492291 -0.049647252 0.0015364367 0.1525654832 -0.0476284988
## [300,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [301,] -0.80575966 0.060290464 -0.6318694556 -0.7442177716 0.4664732588
## [302,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [303,] 0.78450785 0.223766890 0.2153802354 -0.0412167844 -0.1647390035
## [304,] -0.87899917 -0.787345660 -0.6631453757 -0.0841508934 -0.9499961518
## [305,] -1.32368507 -0.039118646 2.2661660671 0.9703851587 -0.9645588994
## [306,] 0.46771595 0.040396132 0.3205032423 -0.3443423037 -0.1943866996
## [307,] -0.80087563 -0.777763833 -0.5607522839 0.1681872222 0.3447760889
## [308,] -1.22603581 -0.906813430 0.3955905242 -1.1604504954 -0.3958542325
## [309,] 0.67847388 0.069515245 0.0603341976 -0.0377045977 -0.0657696662
## [310,] -0.58915203 -0.348781650 -0.9716915966 -0.2634975167 -0.2121575229
## [311,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [312,] 0.44612708 -0.204971090 -0.5209875753 0.0939644121 0.3208780345
## [313,] -0.20127879 -0.263936700 -0.0923964800 -0.5597347532 -0.2023407439
## [314,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [315,] -0.79201169 0.498612790 -0.2747442429 0.3753650657 0.7578703319
## [316,] -0.96093316 -0.881478449 -0.2079472096 0.0518346708 -0.4342573743
## [317,] -0.59585678 -0.855832007 0.0625223945 0.5631640703 -0.8588394634
## [318,] 0.44099097 -0.084049663 -0.0217099611 0.0640260100 0.0111700460
## [319,] 0.40213458 -0.244392912 -0.4352646841 0.0858891798 0.6015372515
## [320,] -0.95255690 -0.987506486 -0.9029095736 0.0856489329 -0.4091307949
## [321,] -1.02988192 -1.115039009 0.4886498157 -0.4646259682 0.0068015257
## [322,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [323,] -0.98465217 -0.711756777 0.4234449821 -0.1041270135 -1.5551716096
## [324,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [325,] 0.78450785 0.223766890 0.2153802354 -0.0412167844 -0.1647390035
## [326,] -0.95453737 -0.798319218 -0.4458603465 -0.1929783357 -0.4335189734
## [327,] -0.47863680 -0.555189100 -0.6440777699 0.3239363685 -0.3391782584
## [328,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [329,] 0.75608155 0.157092814 0.1452621431 -0.0036711575 -0.1689047310
## [330,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [331,] -1.52018511 -0.263715593 -0.1918786560 -0.7177752666 0.4632621362
## [332,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [333,] 0.12327916 -0.482503160 -0.8202378707 0.3383797756 0.4557745959
## [334,] 0.60469640 0.113293725 -0.1019209549 0.0685202071 -0.1518937306
## [335,] -0.45086480 -0.413348608 -0.8473730668 -0.5438860512 0.0728682299
## [336,] -0.56512897 -0.931191218 0.0710112619 0.3277228780 -0.1519024383
## [337,] 0.53814866 0.063118285 0.0394271412 0.0090385596 -0.0805480260
## [338,] 0.69850890 0.103335559 0.0870824003 -0.0186855968 -0.1437764432
## [339,] -0.70775714 -0.819174452 -1.0567843892 -0.6316892825 -0.2713280624
## [340,] -1.39805614 0.331367668 0.2461822223 -2.0036138979 -0.1129302427
## [341,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [342,] 0.50935901 -0.148348352 -0.0491930895 0.1720636208 0.3643757606
## [343,] -0.33318620 -0.781321892 -1.1563174763 0.1383206487 0.3896013827
## [344,] -1.59643734 1.118580464 -0.0304825837 1.5230279006 0.8293056000
## [345,] -1.35571533 0.366666085 -0.5811993433 -0.0082587782 0.0741498076
## [346,] -1.00842043 -1.386052336 -1.1175909269 1.2493154479 -0.3797606552
## [347,] -1.67993791 2.338446723 -0.4403924996 0.5117482778 -0.0735350520
## [348,] -0.95420287 0.377323249 -0.5313500125 -0.9806644149 -0.0573047171
## [349,] 0.26553001 -0.417624301 -0.1577230042 -0.1270924182 0.4220992710
## [350,] 0.08230184 -0.593457844 -0.6640897648 -0.1727280493 0.5089333027
## [351,] 0.69850890 0.103335559 0.0870824003 -0.0186855968 -0.1437764432
## [352,] 0.75301983 0.154444713 0.1261477196 -0.0122699770 -0.1436747828
## [353,] -1.61746054 1.617763756 -0.3295933644 -0.2543635017 -1.1975108532
## [354,] -1.48443498 0.478970947 0.8029967525 -0.0936073588 0.4962418531
## [355,] 0.65699386 0.034216507 -0.0384227072 0.0575957224 -0.0775981423
## [356,] 0.67037462 0.072546230 0.0207911920 0.0362202442 -0.1237174176
## [357,] 0.38097087 -0.396605343 -0.3903323026 0.1919735742 0.3794304663
## [358,] 0.65699386 0.034216507 -0.0384227072 0.0575957224 -0.0775981423
## [359,] 0.67347143 0.035909444 -0.0195099080 0.0133352600 0.1741149532
## [360,] 0.56517209 0.044536194 -0.0943539189 0.0396921059 -0.0015877803
## [361,] 0.67994736 0.024335348 -0.0524678713 -0.0031000227 0.0947716833
## [362,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [363,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [364,] 0.78450785 0.223766890 0.2153802354 -0.0412167844 -0.1647390035
## [365,] 0.30364701 -0.431530166 -0.0564679163 0.2125825852 0.2801164977
## [366,] 0.04006967 -0.521405159 -0.3454890157 -0.2102833389 0.2987552034
## [367,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [368,] -1.37132557 -0.866863532 0.4463343807 -0.5501919410 -0.7019737934
## [369,] 0.41939517 -0.319135138 -0.3945312296 0.0757610102 0.6036072781
## [370,] 0.75608155 0.157092814 0.1452621431 -0.0036711575 -0.1689047310
## [371,] 0.75608155 0.157092814 0.1452621431 -0.0036711575 -0.1689047310
## [372,] 0.01331538 -0.612192931 -0.7029604405 0.2032741728 0.6220542028
## [373,] -0.66431666 -0.832904598 -0.0511769445 -0.1659326920 -0.2451621362
## [374,] 0.10402737 -0.590308409 -0.6988306763 0.2893518290 0.2446476584
## [375,] 0.69396688 0.077989830 0.0692084329 0.0098118788 0.1109794297
## [376,] 0.34699305 -0.170069157 -0.2739922630 0.1750485327 0.4789459517
## [377,] 0.67202417 0.083067789 0.0230972509 0.0388284083 -0.0271378676
## [378,] -1.21939414 -0.945144058 1.1344208270 0.7763552097 -0.3101695430
## [379,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [380,] 0.78756957 0.226414991 0.2344946589 -0.0326179649 -0.1899689516
## [381,] 0.60298503 -0.084616765 -0.1896412208 0.0449231658 0.1356629360
## [382,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [383,] 0.67847388 0.069515245 0.0603341976 -0.0377045977 -0.0657696662
## [384,] 0.72957061 0.134846597 0.1514719036 -0.0062548757 -0.0115546841
## [385,] 0.62298475 -0.072015655 -0.0896438601 -0.0132808592 0.3770173369
## [386,] 0.60604675 -0.081968665 -0.1705267974 0.0535219853 0.1104329878
## [387,] -1.35365851 0.636868646 0.9184497513 1.5288974949 2.0214450613
## [388,] 0.73604653 0.123272501 0.1185139403 -0.0226901584 -0.0908979540
## [389,] 0.41267642 -0.235386011 -0.4211994120 0.0636634546 0.0824511223
## [390,] 0.55661313 0.090802221 0.0976159661 0.3155715823 0.2772647077
## [391,] 0.53500068 -0.090990174 -0.0321650659 0.0261829807 0.3365872293
## [392,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [393,] 0.62252433 -0.080275727 -0.1516139983 0.0092615229 0.3621460833
## [394,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [395,] 0.31795625 -0.354877374 -0.5369931979 0.1062823912 0.3882695354
## [396,] 0.67994736 0.024335348 -0.0524678713 -0.0031000227 0.0947716833
## [397,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [398,] -1.31181051 0.891171025 -0.2990479766 0.8519844555 -0.3935587168
## [399,] 0.55366490 -0.003140735 -0.1713319646 -0.0058030926 0.0924983359
## [400,] -0.97954725 -1.192281832 -0.8725330265 0.2906568973 -0.6508279956
## [401,] -0.25809225 -0.885775468 -0.7240156726 0.1280011012 0.1280722589
## [402,] -1.17764211 -0.082228926 0.9129718754 -0.6636279457 1.1773798392
## [403,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [404,] 0.08484190 -0.506479827 -0.5886178246 0.1931992627 0.8766321382
## [405,] 0.37583943 -0.162613789 0.1215676802 -0.2993548616 -0.1605307610
## [406,] 0.32008036 -0.373874327 -0.3300605051 -0.1002607016 0.4420623542
## [407,] -1.30088733 1.372171565 -0.0489544370 1.3158045784 0.6375201452
## [408,] 0.24058792 -0.411675408 -0.6839236080 0.1711087396 0.2019396398
## [409,] 0.54708006 -0.006963189 -0.1749883004 0.0498606006 -0.0268181069
## [410,] 0.73604653 0.123272501 0.1185139403 -0.0226901584 -0.0908979540
## [411,] -1.51794427 2.218239341 -0.7157745933 -0.4335077390 -0.1207940066
## [412,] 0.27936865 -0.343487436 -0.3847900220 0.0379316382 -0.0123296727
## [413,] -0.99766712 -0.181922597 0.5534193317 -0.8783600990 1.3159027768
## [414,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [415,] 0.75301983 0.154444713 0.1261477196 -0.0122699770 -0.1436747828
## [416,] 0.57460877 -0.122088639 -0.1660984855 0.0074445842 0.2705336616
## [417,] 0.18633544 -0.245740268 0.0582922680 0.0108748080 0.1916913457
## [418,] 0.60216033 0.067802588 -0.0373385437 -0.0054945722 0.1868145198
## [419,] 0.50593562 -0.172989010 -0.1647455634 0.0294412279 0.2700944802
## [420,] -1.05231190 -0.720032791 1.5287204100 -0.1652269364 0.1670205424
## [421,] -0.73618282 0.065222543 -0.1023723386 0.0875481712 0.2129416869
## [422,] -0.63808377 0.886932491 0.0543049456 0.2180315127 -0.3113913898
## [423,] 0.72957061 0.134846597 0.1514719036 -0.0062548757 -0.0115546841
## [424,] 0.48931103 -0.100161350 -0.0424051650 0.0991983211 0.0419885167
## [425,] 0.66427501 0.146905572 0.0387151664 -0.0189776085 -0.0930696410
## [426,] -0.91805289 0.164719795 -0.8755423152 -0.1249814251 -0.2355174933
## [427,] 0.16866912 -0.369646649 -0.2404711499 0.4003535974 0.6186478470
## [428,] 0.51671812 -0.045478182 0.0497431121 -0.1065126282 0.0407414729
## [429,] 0.67405673 0.151657387 0.0441238999 -0.0041336614 0.0774654196
## [430,] 0.27702849 -0.206443453 -0.0522479748 0.2031208085 -0.2800073789
## [431,] 0.75608155 0.157092814 0.1452621431 -0.0036711575 -0.1689047310
## [432,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [433,] 0.66427501 0.146905572 0.0387151664 -0.0189776085 -0.0930696410
## [434,] 0.78756957 0.226414991 0.2344946589 -0.0326179649 -0.1899689516
## [435,] -1.27602287 0.570342837 1.2637570678 -0.3566017421 0.3833132366
## [436,] 0.61682502 0.089389033 0.2113977776 0.0003858142 -0.0451523444
## [437,] 0.66427501 0.146905572 0.0387151664 -0.0189776085 -0.0930696410
## [438,] 0.60992018 0.039485214 0.1192259151 0.0053260098 -0.0783763391
## [439,] -1.16010101 0.230547790 0.2893170825 0.0365011270 -0.8877295488
## [440,] 0.46358099 -0.275421974 -0.2255602515 0.1749671568 0.0364107822
## [441,] 0.01739543 -0.221329150 -0.1513454291 0.1063618457 0.8575670681
## [442,] -1.29112227 -0.340867379 0.1527115198 -0.0730336167 -0.9987191895
## [443,] -1.25245816 0.495072016 0.8179654365 -0.3250261068 0.7675848768
## [444,] 0.61123755 0.050616520 -0.1131522218 0.0092113467 0.0673700482
## [445,] 0.55014178 -0.004315088 -0.1558738770 0.0584594201 -0.0520480550
## [446,] 0.53814866 0.063118285 0.0394271412 0.0090385596 -0.0805480260
## [447,] 0.54803119 0.082751640 0.1189508816 -0.0920454708 0.0682595035
## [448,] 0.45425607 0.103932416 0.2002280351 0.1463356083 -0.1788758358
## [449,] 0.67051765 0.058391714 0.0945326169 0.0158269801 0.2430995284
## [450,] 0.72957061 0.134846597 0.1514719036 -0.0062548757 -0.0115546841
## [451,] -1.59224153 0.351802134 0.9616132874 1.5173730912 1.8225360363
## [452,] -1.16525634 -0.600605559 0.2158180312 -0.2350581269 0.8442503466
## [453,] -1.31905047 -1.157772244 0.0664600342 -0.0465874178 -0.1725824396
## [454,] 0.72957061 0.134846597 0.1514719036 -0.0062548757 -0.0115546841
## [455,] 0.71502791 0.086500015 -0.0148154754 -0.0002511705 0.0670499090
## [456,] 0.74942729 0.161602224 0.1777278395 -0.0440656366 -0.1370172292
## [457,] 0.45425607 0.103932416 0.2002280351 0.1463356083 -0.1788758358
## [458,] 0.59682490 0.228697527 0.2778443829 0.1055427815 -0.2627466742
## [459,] 0.72957061 0.134846597 0.1514719036 -0.0062548757 -0.0115546841
## [460,] 0.66427501 0.146905572 0.0387151664 -0.0189776085 -0.0930696410
## [461,] 0.73604653 0.123272501 0.1185139403 -0.0226901584 -0.0908979540
## [462,] 0.67653315 0.038557545 -0.0003954846 0.0219340795 0.1488850050
## [463,] 0.72957061 0.134846597 0.1514719036 -0.0062548757 -0.0115546841
## [464,] 0.61332790 0.030720401 -0.0933889238 -0.0230513456 0.0949614892
## [465,] -1.11735159 -0.463684429 0.7695435449 0.1227149766 -0.2999192459
## [466,] 0.68071749 0.187883396 0.1170434890 -0.0317542672 -0.1644188643
## [467,] 0.26464598 -0.449414020 -0.3336801970 0.0799684479 0.1717232843
## [468,] -1.69575225 2.739676905 -0.8272758339 -0.2004486885 0.2337427796
## [469,] -1.40020774 -0.001678498 1.3243247218 -1.3580707428 1.5848233788
## [470,] 0.61123755 0.050616520 -0.1131522218 0.0092113467 0.0673700482
## [471,] 0.53316060 -0.004500358 0.1280714347 -0.1192892869 -0.0306077505
## [472,] 0.74942729 0.161602224 0.1777278395 -0.0440656366 -0.1370172292
## [473,] -1.38613398 1.596450313 -0.4505409835 0.6133585756 -0.5143638320
## [474,] -0.55972919 -0.756988040 -0.4783028450 -0.9325333220 0.2780026644
## [475,] -0.17971854 -0.501428457 -0.5184518878 0.5564532859 0.5599667061
## [476,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [477,] -0.78893743 -0.605441964 0.8112408757 0.2604256606 0.5037478288
## [478,] 0.74295137 0.173176320 0.2106858028 -0.0276303539 -0.0576739593
## [479,] -1.39549869 0.529147993 -0.9929006123 -0.0116321530 -0.3955413593
## [480,] -0.09577093 0.029149338 -0.2162964630 -0.2613516229 0.1635057194
## [481,] 0.74942729 0.161602224 0.1777278395 -0.0440656366 -0.1370172292
## [482,] 0.78756957 0.226414991 0.2344946589 -0.0326179649 -0.1899689516
## [483,] 0.67862350 0.018661425 0.0193678134 -0.0103286128 0.1764764460
## [484,] 0.72650889 0.132198496 0.1323574802 -0.0148536952 0.0136752641
## [485,] 0.72650889 0.132198496 0.1323574802 -0.0148536952 0.0136752641
## [486,] 0.52280977 0.133962448 0.1413363176 0.1033050009 -0.1662691630
## [487,] 0.72650889 0.132198496 0.1323574802 -0.0148536952 0.0136752641
## [488,] 0.63046769 0.032477219 0.0184028182 0.0524148387 0.0799271765
## [489,] 0.67199796 0.081089342 0.0932921609 -0.0212693150 0.0135736037
## [490,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [491,] 0.60164289 -0.105150322 -0.1276971713 -0.0088873043 0.0183712751
## [492,] -1.58731462 1.162674831 -0.2154624497 -1.3529645693 -0.3839087979
## [493,] 0.59169369 0.152966887 0.1352683620 0.3184204346 0.2495429334
## [494,] 0.66427501 0.146905572 0.0387151664 -0.0189776085 -0.0930696410
## [495,] 0.75608155 0.157092814 0.1452621431 -0.0036711575 -0.1689047310
## [496,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [497,] 0.66121329 0.144257471 0.0196007430 -0.0275764280 -0.0678396928
## [498,] 0.66427501 0.146905572 0.0387151664 -0.0189776085 -0.0930696410
## [499,] 0.74942729 0.161602224 0.1777278395 -0.0440656366 -0.1370172292
## [500,] -1.41522573 -0.057887219 0.4139073753 0.3364906886 -0.1487811201
## [501,] -1.06432881 0.458907235 -0.0190559080 0.5492044271 1.5259631952
## [502,] 0.78756957 0.226414991 0.2344946589 -0.0326179649 -0.1899689516
## [503,] 0.78450785 0.223766890 0.2153802354 -0.0412167844 -0.1647390035
## [504,] 0.58696788 -0.072737828 -0.1473081099 0.0727673308 0.1357936476
## [505,] -0.74931345 -0.225645331 1.0177813989 -0.6542541292 1.1869811774
## [506,] 0.61303016 -0.018654798 0.0315550533 0.1449941540 -0.0225734442
## [507,] 0.57147369 -0.069245368 0.0268606207 0.1585805845 0.0844915999
## [508,] -0.97521856 -1.092724815 -0.8645220381 0.6269759169 -0.2903093971
## [509,] -1.20800538 -0.876780056 -0.7646536561 -0.2531501782 -0.6197770618
## [510,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [511,] 0.64000533 0.023551223 0.0045592783 0.0445783756 -0.0246460415
## [512,] 0.72957061 0.134846597 0.1514719036 -0.0062548757 -0.0115546841
## [513,] 0.67199796 0.081089342 0.0932921609 -0.0212693150 0.0135736037
## [514,] 0.37020799 -0.063222234 -0.1090276451 0.2630250027 -0.0841239524
## [515,] 0.74295137 0.173176320 0.2106858028 -0.0276303539 -0.0576739593
## [516,] -1.03486494 -1.369429261 -0.4147255668 -0.0618268899 -0.1631650173
## [517,] 0.62252433 -0.080275727 -0.1516139983 0.0092615229 0.3621460833
## [518,] 0.72999692 0.172657736 0.1763149161 -0.0476324042 -0.1648406639
## [519,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [520,] 0.75301983 0.154444713 0.1261477196 -0.0122699770 -0.1436747828
## [521,] 0.50338001 -0.119262026 -0.2105571119 0.1098498171 0.0137820579
## [522,] 0.60670236 0.093148317 -0.0194645763 -0.0339920478 -0.0679413532
## [523,] 0.55366490 -0.003140735 -0.1713319646 -0.0058030926 0.0924983359
## [524,] 0.72650889 0.132198496 0.1323574802 -0.0148536952 0.0136752641
## [525,] 0.57732070 0.185071602 0.1804016369 0.1097206206 -0.1661675026
## [526,] 0.56414293 0.110477691 -0.0924416933 -0.0118687833 0.1282454551
## [527,] 0.73604653 0.123272501 0.1185139403 -0.0226901584 -0.0908979540
## [528,] 0.52987137 -0.081517250 -0.2074959452 -0.0051747545 0.0161995882
## [529,] 0.72650889 0.132198496 0.1323574802 -0.0148536952 0.0136752641
## [530,] 0.54284541 -0.096497224 -0.1823959858 0.1324355856 -0.0364012844
## [531,] 0.66121329 0.144257471 0.0196007430 -0.0275764280 -0.0678396928
## [532,] -1.35872774 1.044511828 -0.1143829433 -0.0362451394 -0.4387614677
## [533,] 0.77252403 0.198070638 0.2235904657 -0.0164478162 -0.2402539543
## [534,] 0.75248901 0.164250324 0.1968422629 -0.0354668171 -0.1622471774
## [535,] -1.30319113 -0.910932025 1.0767917398 1.0737351889 0.6264287205
## [536,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [537,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [538,] 0.24183829 -0.393251923 -0.5107316779 -0.0161797149 0.5959252832
## [539,] 0.09690290 -0.453132159 -0.3828782515 0.1164055846 0.4295798937
## [540,] 0.73604653 0.123272501 0.1185139403 -0.0226901584 -0.0908979540
## [541,] 0.09863505 -0.329335228 0.0065011184 -0.1340215337 -0.0425862970
## [542,] 0.47763001 -0.126960206 -0.2999970748 0.0510306653 0.2755338156
## [543,] 0.53814866 0.063118285 0.0394271412 0.0090385596 -0.0805480260
## [544,] 0.75301983 0.154444713 0.1261477196 -0.0122699770 -0.1436747828
## [545,] 0.66121329 0.144257471 0.0196007430 -0.0275764280 -0.0678396928
## [546,] 0.60670236 0.093148317 -0.0194645763 -0.0339920478 -0.0679413532
## [547,] 0.60670236 0.093148317 -0.0194645763 -0.0339920478 -0.0679413532
## [548,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [549,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [550,] 0.61294501 0.004634459 0.0363528741 0.0008125408 0.2682278162
## [551,] -1.30318511 1.158621350 -0.0425679640 -1.2936198796 -0.0843310237
## [552,] 0.62543643 -0.026773807 -0.0915331907 -0.0095156425 0.0946700229
## [553,] 0.59822627 -0.014929566 0.0252222813 -0.1295411854 0.1605148503
## [554,] -0.84965193 -0.589274890 -0.6485627228 -0.2037010018 0.4952297034
## [555,] -1.29601560 1.105467244 -0.4734902809 0.0379092145 0.4213638433
## [556,] -1.08967838 0.208165010 -0.1379546266 -0.0794267470 0.3600307834
## [557,] -1.48582890 -0.262967586 0.0558661462 -0.4336883042 0.9375485079
## [558,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [559,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [560,] -1.07585170 -0.609972119 1.2780714420 0.4298004140 0.6080073138
## [561,] 0.55366490 -0.003140735 -0.1713319646 -0.0058030926 0.0924983359
## [562,] 0.66121329 0.144257471 0.0196007430 -0.0275764280 -0.0678396928
## [563,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [564,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [565,] 0.71355444 0.131679912 0.0979865935 -0.0348557455 -0.0934914405
## [566,] 0.60817583 0.047968420 -0.1322666452 0.0006125272 0.0925999963
## [567,] -1.16594632 -0.114677648 0.3333591313 -0.7538292292 -0.5374018696
## [568,] -1.24456412 -0.170966093 -0.2072553915 0.0167310646 -0.4192485164
## [569,] 0.73604653 0.123272501 0.1185139403 -0.0226901584 -0.0908979540
## [570,] 0.28009021 -0.203795353 -0.0331335514 0.2117196280 -0.3052373271
## [571,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [572,] -1.49963552 1.823290452 -0.5313531516 -0.5430715562 0.0355617296
## [573,] 0.60216033 0.067802588 -0.0373385437 -0.0054945722 0.1868145198
## [574,] -0.91784546 -0.002726444 0.2653396544 -0.0369260910 1.1450676945
## [575,] 0.66427501 0.146905572 0.0387151664 -0.0189776085 -0.0930696410
## [576,] -0.64250575 0.563576589 0.4622704353 -0.2188939027 0.6400683453
## [577,] -0.99475796 -0.957769313 0.5414847467 0.4600071509 -1.5716185706
## [578,] -0.74504562 -0.834308506 -0.6262760768 -0.1795161806 0.5640884635
## [579,] 0.61123755 0.050616520 -0.1131522218 0.0092113467 0.0673700482
## [580,] -0.68993874 -0.648042138 0.5800017401 0.2557241648 -0.0079408157
## [581,] 0.66121329 0.144257471 0.0196007430 -0.0275764280 -0.0678396928
## [582,] 0.67347143 0.035909444 -0.0195099080 0.0133352600 0.1741149532
## [583,] 0.49256913 -0.058072343 -0.2140536198 0.0434449808 -0.0269197672
## [584,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [585,] 0.43272895 -0.135786013 -0.2288580853 -0.2206909813 0.2885827218
## [586,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [587,] 0.78450785 0.223766890 0.2153802354 -0.0412167844 -0.1647390035
## [588,] 0.72650889 0.132198496 0.1323574802 -0.0148536952 0.0136752641
## [589,] -0.89930770 -0.062507159 0.1559612459 0.3735882119 -0.3227269739
## [590,] -0.77031944 -0.221366407 0.2986696245 0.0319045272 -0.2038150742
## [591,] -1.45405816 -0.212366303 0.7376378575 0.1501751809 -1.4673315721
## [592,] 0.63352941 0.035125320 0.0375172416 0.0610136583 0.0546972284
## [593,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [594,] -1.06504937 1.810521620 -0.8276062385 -0.3506923550 -0.2814022548
## [595,] 0.66427501 0.146905572 0.0387151664 -0.0189776085 -0.0930696410
## [596,] -0.97108937 -0.588779176 -0.8187495446 0.4141734664 -0.1644461980
## [597,] -1.10027056 0.984802442 -0.3390854949 -0.1517709701 -0.1436036927
## [598,] -1.75363735 2.350380449 -0.7220130134 -0.3083582394 0.1864486662
## [599,] 0.61861619 -0.073978109 -0.1200633920 0.0015328771 -0.0344055537
## [600,] 0.76946231 0.195422537 0.2044760422 -0.0250466357 -0.2150240062
## [601,] 0.61237566 -0.019022164 -0.0622315632 0.0625833334 0.0546968500
## [602,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [603,] 0.72650889 0.132198496 0.1323574802 -0.0148536952 0.0136752641
## [604,] 0.66121329 0.144257471 0.0196007430 -0.0275764280 -0.0678396928
## [605,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [606,] -0.28878877 -0.825022624 -0.7654115249 0.4671326337 0.0672620896
## [607,] 0.32192410 -0.323328081 -0.0664263935 0.0050026120 0.0710685240
## [608,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [609,] 0.58161457 0.085514018 -0.0160255963 0.0269154472 -0.0729370037
## [610,] 0.28438298 -0.264510405 -0.2215843603 0.5578440711 0.4143325776
## [611,] -1.28933189 -0.577327908 0.4922793474 -1.0868195255 1.2018680081
## [612,] 0.56806621 0.116571953 0.1456990843 -0.0730264699 -0.0097472735
## [613,] 0.75608155 0.157092814 0.1452621431 -0.0036711575 -0.1689047310
## [614,] 0.72957061 0.134846597 0.1514719036 -0.0062548757 -0.0115546841
## [615,] 0.41530208 -0.079686129 -0.1271770734 0.1916827316 0.0376552653
## [616,] 0.66121329 0.144257471 0.0196007430 -0.0275764280 -0.0678396928
## [617,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [618,] -1.07296067 -0.588373745 0.2551597686 -1.5851879835 0.9165853411
## [619,] 0.73604653 0.123272501 0.1185139403 -0.0226901584 -0.0908979540
## [620,] 0.53900510 -0.084211737 -0.0952835438 -0.2075531353 0.1740725020
## [621,] -1.45704232 1.160674650 0.3116212666 -0.5590021978 -0.4711290274
## [622,] 0.25532365 -0.309037980 -0.3248745557 -0.1600665963 0.6752836130
## [623,] 0.72957061 0.134846597 0.1514719036 -0.0062548757 -0.0115546841
## [624,] 0.53814866 0.063118285 0.0394271412 0.0090385596 -0.0805480260
## [625,] 0.60344426 0.051059310 0.1521838784 0.0217612925 0.0009669308
## [626,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [627,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [628,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [629,] 0.75608155 0.157092814 0.1452621431 -0.0036711575 -0.1689047310
## [630,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [631,] 0.66714253 -0.027037056 -0.1278051422 0.0042739119 0.2298510910
## [632,] 0.64500074 0.101649881 0.1568783110 0.0081748620 -0.1060981133
## [633,] -1.43556865 2.581436814 -1.0459543305 -0.0403472033 0.2134592937
## [634,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [635,] 0.30247501 -0.213011022 -0.1409499789 0.5476755764 0.4395629042
## [636,] 0.59099191 -0.017183392 0.0056597974 -0.0044976946 0.1071629650
## [637,] 0.60216033 0.067802588 -0.0373385437 -0.0054945722 0.1868145198
## [638,] 0.72650889 0.132198496 0.1323574802 -0.0148536952 0.0136752641
## [639,] 0.67847388 0.069515245 0.0603341976 -0.0377045977 -0.0657696662
## [640,] 0.73298481 0.120624400 0.0993995169 -0.0312889779 -0.0656680058
## [641,] 0.66121329 0.144257471 0.0196007430 -0.0275764280 -0.0678396928
## [642,] -0.32741515 -0.461737955 -0.9921051741 0.0766416911 -0.8055260704
## [643,] -1.32195695 -0.600267032 0.7929612616 1.1334839682 1.2954497694
## [644,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [645,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [646,] 0.67199796 0.081089342 0.0932921609 -0.0212693150 0.0135736037
## [647,] 0.65393214 0.031568406 -0.0575371306 0.0489969029 -0.0523681942
## [648,] 0.65393214 0.031568406 -0.0575371306 0.0489969029 -0.0523681942
## [649,] 0.60685846 0.036837113 0.1001114917 -0.0032728097 -0.0531463909
## [650,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [651,] 0.29853786 -0.342487908 -0.3614563588 0.1704242014 0.4007644899
## [652,] 0.67847388 0.069515245 0.0603341976 -0.0377045977 -0.0657696662
## [653,] -0.84916928 0.015873688 0.2108863176 -0.5925654794 0.4114172229
## [654,] -1.20617622 0.986450749 0.4067298290 -0.3321485285 -0.4838406980
## [655,] -1.10168950 -0.219188219 1.5804671536 -0.3594678171 -1.4651852374
## [656,] 0.53148558 -0.146391204 -0.1857245547 0.0254901991 0.1885133764
## [657,] 0.69850890 0.103335559 0.0870824003 -0.0186855968 -0.1437764432
## [658,] 0.31873699 -0.381898267 -0.4839746164 0.1878496609 0.2726855613
## [659,] 0.76806537 0.182789067 0.1370519128 -0.0284401257 -0.0933897801
## [660,] 0.53252918 -0.072637641 -0.0623255805 -0.1911178526 0.2534157719
## [661,] 0.71502791 0.086500015 -0.0148154754 -0.0002511705 0.0670499090
## [662,] 0.66427501 0.146905572 0.0387151664 -0.0189776085 -0.0930696410
## [663,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [664,] 0.75608155 0.157092814 0.1452621431 -0.0036711575 -0.1689047310
## [665,] -1.71488662 1.900608197 -0.4940907391 -0.7456239270 -0.8655176678
## [666,] -1.37427740 0.527794389 -1.0217746665 -0.5917347233 -0.3059825524
## [667,] 0.54764941 0.016693434 -0.0764038630 -0.0119101920 0.1867128594
## [668,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [669,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [670,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [671,] 0.77112709 0.185437167 0.1561663363 -0.0198413062 -0.1186197283
## [672,] 0.55011164 0.007503133 -0.2370160969 0.0698491940 -0.0275927848
## [673,] 0.72957061 0.134846597 0.1514719036 -0.0062548757 -0.0115546841
## [674,] 0.56745322 0.260158347 0.3948045928 0.7068503855 0.1853696415
## [675,] 0.64500074 0.101649881 0.1568783110 0.0081748620 -0.1060981133
## [676,] -1.07143730 0.079732053 0.0444095883 -0.6851746814 0.0823018905
## [677,] 0.73604653 0.123272501 0.1185139403 -0.0226901584 -0.0908979540
## [678,] 0.56727342 -0.056573580 0.0971541321 0.0667290800 0.0134433933
## [679,] 0.48087925 -0.114599245 -0.1181397790 0.1578529465 0.2012334779
## [680,] 0.75608155 0.157092814 0.1452621431 -0.0036711575 -0.1689047310
## [681,] -1.22877226 0.996442365 -0.1443238579 -0.2548140578 0.3154939290
## [682,] -0.85025572 -0.498306146 -0.1994170231 0.6354649292 0.4301394311
## [683,] -1.01936871 -0.213082090 1.1645502330 -0.5083030515 0.8548911073
## [,6] [,7] [,8] [,9]
## [1,] 2.470197e-02 0.0338488586 -7.115866e-02 0.0180861256
## [2,] 2.000261e-02 -0.1409691955 -6.614998e-01 -0.5752074932
## [3,] -2.878616e-01 0.1858920371 1.895521e-02 -0.0781030033
## [4,] -6.549112e-01 0.0061944224 1.430800e-01 0.0288348413
## [5,] 1.237779e-01 -0.1219398551 -9.728167e-02 0.0567525889
## [6,] 4.072717e-01 -0.3703207689 -1.457888e+00 -0.0269852311
## [7,] 2.323455e-01 -0.1097152709 -3.946887e-02 0.0565798352
## [8,] -1.845269e-01 0.0503276333 -9.787578e-02 -0.0301681354
## [9,] 5.130038e-01 -0.3504298612 7.593698e-01 -0.0072666810
## [10,] -1.224262e-01 -0.0256954022 4.651640e-02 0.1034273163
## [11,] 2.169564e-01 -0.0607369446 -3.204754e-02 -0.0185569686
## [12,] 1.856443e-01 -0.1392131632 2.410362e-02 -0.1092138133
## [13,] -6.766145e-01 0.5389941113 4.684409e-01 0.3325237446
## [14,] 4.458885e-02 0.0536590741 1.716028e-01 -0.1758673272
## [15,] 1.774845e+00 1.0181771036 -7.404410e-01 -2.0965494893
## [16,] 3.099177e-01 -0.4016118597 5.791753e-01 -0.3136263891
## [17,] 1.386883e-01 -0.1976560553 4.792934e-02 -0.0588683739
## [18,] 1.012646e-01 -0.1068812555 -4.445051e-02 -0.0433590013
## [19,] 2.367992e-01 -0.5642416917 -8.975761e-02 -0.6013836102
## [20,] -1.752168e-01 0.1420943971 -2.430758e-01 0.1190331678
## [21,] 4.099368e-01 0.6766196056 4.924683e-01 1.1794316400
## [22,] 5.281670e-01 0.0031454467 5.224265e-01 -0.3589826188
## [23,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [24,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [25,] 2.404118e-01 0.2988427866 -2.344282e-01 0.0068187215
## [26,] -1.235778e-01 0.1400668421 1.868117e-02 0.0874138522
## [27,] 6.212564e-02 -0.0569259412 2.122119e-02 0.0025767529
## [28,] 1.856443e-01 -0.1392131632 2.410362e-02 -0.1092138133
## [29,] 1.595789e-01 -0.0297710716 9.005009e-02 0.1894571078
## [30,] 1.375367e-01 -0.0318938111 2.009410e-02 -0.0748818381
## [31,] 1.482207e-01 -0.0484383634 -6.827622e-02 -0.0937044407
## [32,] 1.085231e-01 0.9296197777 1.341422e-01 0.6171986252
## [33,] -1.011395e-01 -0.0316873733 -7.742605e-02 0.0076099187
## [34,] -2.598253e-01 0.0935547273 -1.385553e-02 -0.0098052276
## [35,] 1.856443e-01 -0.1392131632 2.410362e-02 -0.1092138133
## [36,] -3.922253e-01 0.1131144846 -1.017815e+00 -0.4284117196
## [37,] -3.549556e-01 0.2213164887 -4.713437e-02 0.4102515858
## [38,] 8.955963e-01 -0.0487788315 1.039544e+00 -0.3490868539
## [39,] 9.266947e-01 0.1510109748 3.944102e-01 -0.1208409381
## [40,] 2.920435e-01 -0.4220240984 -7.399867e-01 -0.4082993451
## [41,] -5.197239e-01 0.9419055152 -1.107961e-01 0.7240792741
## [42,] -2.164333e-01 -0.7357345785 -4.324371e-01 0.1222914965
## [43,] -2.153651e-02 0.7258773698 -7.615301e-01 -0.2011460415
## [44,] 1.448362e-01 -0.2469846465 -1.541200e-01 -0.0377938760
## [45,] 4.197614e-01 1.1173746333 -2.029114e-01 -1.6778528006
## [46,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [47,] 1.237779e-01 -0.1219398551 -9.728167e-02 0.0567525889
## [48,] -5.630622e-01 -0.0429053682 2.012573e-01 0.3327321873
## [49,] -9.124823e-03 -0.5485687649 2.443495e+00 -0.4883517085
## [50,] -5.991900e-01 0.9488266331 -4.267392e-02 0.4904482992
## [51,] -6.656849e-01 -0.6156955863 -2.298904e-01 -0.2630551254
## [52,] -9.432540e-01 0.9207454521 4.733810e-01 -0.2020548100
## [53,] -3.982063e-01 0.1041955796 4.678172e-01 -0.2092421811
## [54,] 4.594423e-01 -1.5801720223 -6.647786e-01 0.4977352257
## [55,] -1.293581e+00 -1.0329505828 -1.775642e+00 -0.7834742973
## [56,] 5.220577e-01 0.9971028403 1.814454e-01 0.5200323017
## [57,] 1.366079e-01 0.3015905672 5.108780e-01 0.4368675756
## [58,] -6.969333e-01 -0.1920109524 1.473703e+00 -0.4136594097
## [59,] -1.022899e+00 0.0560455551 3.402252e-01 -0.7445198275
## [60,] -1.335945e-01 -0.0245006960 1.515733e-01 -0.0527968792
## [61,] -9.980526e-01 -0.0824645946 9.288767e-01 -0.0512384843
## [62,] -8.785688e-01 0.7672634470 -7.652316e-01 -0.1301324933
## [63,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [64,] -1.053958e+00 -0.2697006818 2.544131e-01 -0.7961563102
## [65,] 1.012646e-01 -0.1068812555 -4.445051e-02 -0.0433590013
## [66,] -5.628189e-01 0.5731047048 -5.916288e-01 -0.5268406746
## [67,] 8.272937e-01 1.2965902894 -1.045745e+00 -1.8000002281
## [68,] -7.029008e-02 0.2076817615 -1.001673e-01 0.0808104424
## [69,] 1.606133e-02 0.0144548965 8.373686e-02 0.1916629047
## [70,] -1.587416e+00 0.2087800420 -3.072651e-01 0.0911223637
## [71,] -5.993706e-01 0.4755119639 9.011372e-02 0.4656140914
## [72,] -3.744959e-01 -0.6477079711 1.397378e+00 -1.2554701892
## [73,] -2.839839e-01 0.4002407645 -8.740776e-01 0.8196736994
## [74,] -9.304336e-01 0.2709012568 2.117622e-01 -0.1534599816
## [75,] 3.232047e-01 0.1066302193 -2.030714e-02 -0.0245540293
## [76,] -4.376518e-01 0.2055794432 -4.401769e-02 0.0678312172
## [77,] -7.225454e-02 0.1732770074 1.313646e-01 -0.2166828241
## [78,] 4.744079e-02 -0.1230899309 -8.340314e-02 -0.1407794257
## [79,] -3.642657e-01 0.1295497249 9.806563e-02 0.2610502826
## [80,] -1.106719e-01 -0.1809050652 3.877952e-02 0.0424459855
## [81,] -2.364125e-01 0.2058095117 -7.257159e-02 0.1803818159
## [82,] -2.711003e-01 0.1198360172 2.119595e-01 0.0523600297
## [83,] -1.313983e-01 2.1686678072 -5.783720e-01 -0.6553609198
## [84,] -8.669665e-01 -0.6233170191 -1.712377e-01 -0.0003142685
## [85,] -8.512566e-01 0.4551014205 1.844992e-01 0.3463368216
## [86,] 1.968316e-01 -0.9717224602 -9.399909e-01 0.7955113067
## [87,] 1.012646e-01 -0.1068812555 -4.445051e-02 -0.0433590013
## [88,] -2.019194e-01 -0.1063389408 -9.255296e-02 -0.0394650663
## [89,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [90,] -1.605603e-01 0.0352170141 -2.185362e-02 0.0608698186
## [91,] 1.012646e-01 -0.1068812555 -4.445051e-02 -0.0433590013
## [92,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [93,] 1.482207e-01 -0.0484383634 -6.827622e-02 -0.0937044407
## [94,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [95,] -4.783829e-02 -0.0987848797 -1.349402e-02 0.0249975380
## [96,] 2.470197e-02 0.0338488586 -7.115866e-02 0.0180861256
## [97,] -2.740909e+00 -3.1414855107 -1.066917e+00 -0.8478160962
## [98,] 6.023418e-01 -0.6495243667 4.400255e-03 0.4708812953
## [99,] -3.933334e-01 -0.1511219911 -1.413549e-01 -0.4576449633
## [100,] 3.854110e-01 0.4537857175 -1.594018e-01 -0.7367636867
## [101,] -2.314829e-01 -0.0081152588 -7.405006e-02 0.0201773040
## [102,] -2.485606e-01 0.4140362043 5.015157e-01 -0.0263043979
## [103,] 5.039347e-01 0.4639539146 -5.611163e-01 -0.5882893231
## [104,] -5.090495e-01 1.5719984541 -1.810639e-01 -0.1415165616
## [105,] -3.035435e-01 -0.0345286345 -2.826018e-01 -0.1337629841
## [106,] 6.233930e-01 -0.3191110970 -1.187688e-02 0.6739149453
## [107,] 2.028041e-01 0.0379528021 2.642787e-01 -0.1181670876
## [108,] 2.103179e-01 1.5894128911 -2.386492e-01 -0.6864756037
## [109,] -3.619941e-01 0.4548002340 2.822758e-01 0.0244663392
## [110,] 6.942872e-01 0.8952470313 -1.141839e+00 -0.2160861581
## [111,] 9.469044e-02 0.4433082124 3.631730e-01 0.4943582792
## [112,] -4.335820e-01 0.1001685496 -4.455675e-01 0.2588494361
## [113,] -6.554194e-01 0.5177973984 4.567600e-02 -0.1892064139
## [114,] 2.130606e-01 -0.2447771343 2.258582e-01 -0.1925122638
## [115,] -6.912524e-01 0.7935702584 -1.562219e-01 -0.0251109264
## [116,] 1.173926e+00 -0.0013165702 2.944144e-01 -0.7426661084
## [117,] 2.497241e-01 -0.2455094171 2.932105e-01 -0.1867895180
## [118,] -5.489761e-01 0.3578526902 1.754228e-02 0.0841926869
## [119,] -4.297657e-01 0.0814625839 -7.514700e-02 0.1478340013
## [120,] -4.832101e-01 0.1654079043 4.972759e-02 0.0986658458
## [121,] 7.113954e-02 0.3518350547 2.435463e-01 0.5139220937
## [122,] 3.710002e-03 0.8539206705 3.024300e-01 -0.1910237578
## [123,] 2.310219e+00 -0.4139129786 -7.388407e-01 0.6342181120
## [124,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [125,] 1.686182e+00 -0.2951223332 1.371453e+00 1.0381396333
## [126,] 3.549861e-02 0.0855635304 -7.663582e-02 -0.0578321601
## [127,] -6.076647e-02 0.2238744104 -4.851133e-01 -0.5444978222
## [128,] 8.168297e-02 -0.1995497782 2.158025e-02 0.0654210782
## [129,] 1.606133e-02 0.0144548965 8.373686e-02 0.1916629047
## [130,] 1.482207e-01 -0.0484383634 -6.827622e-02 -0.0937044407
## [131,] 2.615241e-01 0.5006611154 2.872887e-02 0.4000442224
## [132,] -1.497098e-01 0.2365248951 -4.802570e-02 0.0244855729
## [133,] -6.528125e-02 0.0109119628 -9.176273e-02 -0.1049071451
## [134,] -2.856198e-01 0.2969593701 2.327289e-01 -0.0878257692
## [135,] 1.386883e-01 -0.1976560553 4.792934e-02 -0.0588683739
## [136,] 8.879983e-02 0.0184660240 -1.270379e-02 -0.0404445408
## [137,] -1.940593e-01 -0.0988900586 1.832978e-02 0.0046679313
## [138,] 8.879983e-02 0.0184660240 -1.270379e-02 -0.0404445408
## [139,] 2.015219e-01 -0.1155358698 -4.344195e-03 -0.0763168213
## [140,] -4.862109e-01 -0.3516198594 1.794867e+00 -1.1482870325
## [141,] 2.130606e-01 -0.2447771343 2.258582e-01 -0.1925122638
## [142,] 1.856443e-01 -0.1392131632 2.410362e-02 -0.1092138133
## [143,] -7.806125e-01 -0.0146128766 6.253035e-01 -0.6999640215
## [144,] -2.717980e-01 -0.0083774638 4.406650e-02 -0.0843624915
## [145,] 2.795980e-01 0.6581147937 6.335035e-02 -0.0335517952
## [146,] -4.110942e-01 0.8713100860 -4.772491e-02 -0.8096857708
## [147,] 2.169564e-01 -0.0607369446 -3.204754e-02 -0.0185569686
## [148,] 4.802154e-01 0.8742015063 7.084178e-01 1.4731178128
## [149,] 3.949324e-01 -0.4570587567 1.811890e-01 -0.4779750618
## [150,] 4.681266e-02 -0.0862652850 2.274819e-01 -0.1848220458
## [151,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [152,] -1.253045e-01 -0.2875754967 2.310240e-01 -0.4018937784
## [153,] -4.040963e-01 0.1458974471 2.496974e-02 0.1933059595
## [154,] 1.482207e-01 -0.0484383634 -6.827622e-02 -0.0937044407
## [155,] -9.000013e-01 -0.5388232849 2.405055e+00 2.2621753705
## [156,] 5.342298e-01 0.1450912497 -2.484427e-01 -0.0793746822
## [157,] -1.213675e-01 0.1348549089 -1.082202e-01 0.0544681044
## [158,] 3.549861e-02 0.0855635304 -7.663582e-02 -0.0578321601
## [159,] -2.930627e-01 0.5879745387 1.190271e-01 -0.2774059998
## [160,] -4.447277e-01 0.2351834156 -1.262920e-02 0.0341972612
## [161,] -2.677428e-01 0.5488009201 -1.057773e+00 1.0401814957
## [162,] -3.097094e-01 -0.4065649662 2.614814e-01 -0.3953428628
## [163,] 3.549861e-02 0.0855635304 -7.663582e-02 -0.0578321601
## [164,] 2.089743e-02 -0.1110834609 2.273466e-02 0.1001450101
## [165,] 8.879983e-02 0.0184660240 -1.270379e-02 -0.0404445408
## [166,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [167,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [168,] -4.238653e-01 1.0171066866 -4.119578e-01 0.0353454217
## [169,] -2.293572e-02 -0.5071319346 -1.149654e+00 -0.2662593403
## [170,] 5.088267e-01 -0.1511655494 3.896441e-01 0.5557313492
## [171,] 1.482207e-01 -0.0484383634 -6.827622e-02 -0.0937044407
## [172,] 1.901478e-01 0.9327079101 -1.126195e-01 0.6639682079
## [173,] 1.012646e-01 -0.1068812555 -4.445051e-02 -0.0433590013
## [174,] -1.708743e-01 0.2749315241 1.132436e-01 0.2512153074
## [175,] 2.169564e-01 -0.0607369446 -3.204754e-02 -0.0185569686
## [176,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [177,] -1.752168e-01 0.1420943971 -2.430758e-01 0.1190331678
## [178,] -1.427959e-01 0.3398365827 4.972006e-01 -0.0039851442
## [179,] 1.024063e+00 -0.1620192805 -2.763343e-02 -0.3997082933
## [180,] 2.128350e-01 -0.0751209050 -6.392615e-02 -0.0952447460
## [181,] -7.961548e-02 0.0917161915 9.676122e-01 0.2282725181
## [182,] 7.282473e-03 -1.3531276953 4.115918e-01 0.1510142871
## [183,] 2.679262e-01 0.4187142235 -1.131680e-01 0.6632151464
## [184,] -1.548368e-01 0.2092870880 2.470512e-02 0.3343651787
## [185,] -5.427894e-01 0.3175096086 2.219482e-02 0.3299102844
## [186,] 1.376385e-01 -0.0123512594 6.080869e-01 0.6968593513
## [187,] 6.212564e-02 -0.0569259412 2.122119e-02 0.0025767529
## [188,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [189,] 3.549861e-02 0.0855635304 -7.663582e-02 -0.0578321601
## [190,] 1.012646e-01 -0.1068812555 -4.445051e-02 -0.0433590013
## [191,] 7.433834e-01 -0.2422296416 -1.741447e-01 -0.7887338708
## [192,] 1.910188e-02 0.2010339420 -1.308204e-01 -0.2427684786
## [193,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [194,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [195,] -4.077246e-01 0.0691176625 9.781243e-01 -0.0221153803
## [196,] 9.385071e-02 -0.0213053500 1.271137e-01 -0.4938280492
## [197,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [198,] 2.470197e-02 0.0338488586 -7.115866e-02 0.0180861256
## [199,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [200,] 3.822241e-01 -0.0984077359 1.942526e+00 -0.0298399699
## [201,] -2.967872e-02 -0.8266646969 -8.173747e-01 -1.3102173479
## [202,] 2.169564e-01 -0.0607369446 -3.204754e-02 -0.0185569686
## [203,] 2.169564e-01 -0.0607369446 -3.204754e-02 -0.0185569686
## [204,] 8.931634e-02 0.0071663169 -6.680858e-02 0.0165458203
## [205,] 9.854141e-02 0.4410769741 8.947445e-04 1.5689031929
## [206,] -3.061215e-01 -0.0895557957 1.997042e-01 0.0978100427
## [207,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [208,] 5.703501e-01 -0.3136098938 -5.473186e-01 -0.3514286727
## [209,] 1.043072e-01 -0.5221383764 -2.281929e-01 -0.0240063813
## [210,] 1.342719e+00 0.6668879926 5.713150e-01 -0.0844879762
## [211,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [212,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [213,] -2.473314e-02 0.7381359394 -6.314607e-01 0.4927697920
## [214,] -2.212811e-01 0.2134752349 -1.805601e-01 0.3081193196
## [215,] -9.701816e-02 -0.0173034128 -4.554744e-02 0.0842976961
## [216,] 7.492578e-01 -0.5274645912 -1.111548e+00 1.1087425405
## [217,] 2.332333e-01 -0.3830224214 1.977720e-01 -0.1531803089
## [218,] -2.242683e-01 -0.1663353350 5.294285e-01 1.4344939372
## [219,] -3.090095e-01 -0.7370863119 -3.257758e-01 -0.7208036098
## [220,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [221,] 3.469577e-02 -0.1517299413 -7.102389e-01 -0.7154663570
## [222,] -1.198735e+00 -1.3089399902 8.758778e-01 -0.1149511201
## [223,] 2.169564e-01 -0.0607369446 -3.204754e-02 -0.0185569686
## [224,] 4.768805e-01 -0.2294520393 -6.957947e-01 0.7100284257
## [225,] 7.025546e-01 -0.0255288620 -1.728121e-01 -0.0135926595
## [226,] -1.325976e+00 -0.0743278324 -6.634522e-01 -0.4129345149
## [227,] 6.433583e-02 -0.4187110143 -3.580902e-02 -0.6050295368
## [228,] -1.802462e-01 -0.5077421941 2.545873e-01 -0.6819307006
## [229,] -6.094031e-01 0.2118346325 -3.753979e-01 -0.0032064042
## [230,] -7.678190e-01 -0.0544814697 5.460353e-01 -0.7316393192
## [231,] -8.935963e-01 -0.6404672873 1.957075e+00 -0.9892765642
## [232,] -1.360375e-01 0.9563561225 -7.299681e-01 -0.9567675824
## [233,] 2.464573e-01 -0.0614941905 1.046334e-01 0.0276907732
## [234,] -2.717471e-01 0.2625068085 3.347932e-01 0.1858626001
## [235,] 1.226263e-01 0.0438223892 -1.251169e-01 0.0407391247
## [236,] 1.482207e-01 -0.0484383634 -6.827622e-02 -0.0937044407
## [237,] 5.004520e-01 -0.0922854431 4.520532e-01 -0.1224916101
## [238,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [239,] -5.480184e-01 0.1509283553 1.528255e-02 0.0991296418
## [240,] -1.062010e-01 0.5430517632 -3.514313e-01 0.0377160149
## [241,] 8.355821e-01 1.1720021087 -3.790591e-01 -1.2418576082
## [242,] 1.777313e-01 -0.3412537766 -1.500172e-01 0.0153559569
## [243,] -3.882188e-01 0.1695747405 -3.478081e-03 0.2262029515
## [244,] 1.000757e+00 0.3901000339 3.813978e-01 0.0753296926
## [245,] -4.256118e-01 0.4604379967 -4.315753e-01 0.4069846937
## [246,] -5.197239e-01 0.9419055152 -1.107961e-01 0.7240792741
## [247,] -9.980526e-01 -0.0824645946 9.288767e-01 -0.0512384843
## [248,] 1.457906e-01 -1.3494226618 -7.633572e-01 0.8538242678
## [249,] 8.879983e-02 0.0184660240 -1.270379e-02 -0.0404445408
## [250,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [251,] 3.549861e-02 0.0855635304 -7.663582e-02 -0.0578321601
## [252,] -3.706952e-01 0.9602779833 9.594790e-02 0.6507846923
## [253,] 6.707154e-01 0.2261869860 7.801011e-01 0.2132510867
## [254,] 2.053742e-01 -0.9915816795 7.075495e-01 0.0920410261
## [255,] -4.549004e-01 -0.1693331844 1.522523e-01 -1.0293259611
## [256,] 1.284994e+00 0.1097412319 1.700301e-01 -0.3574073184
## [257,] 2.779083e-01 0.5650400423 1.591540e+00 1.3379868498
## [258,] -6.449106e-02 0.5070444450 -2.112178e-01 0.1238852379
## [259,] -1.372295e-01 -0.6401037158 -2.855007e-01 -0.1146512948
## [260,] -6.334175e-01 0.2203755115 2.526876e-02 -0.1112964306
## [261,] -4.054289e-02 0.2334991865 -1.193200e-01 -0.5138357850
## [262,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [263,] -2.090255e-01 -0.1455773316 -1.115615e+00 -0.7831851509
## [264,] 2.470197e-02 0.0338488586 -7.115866e-02 0.0180861256
## [265,] -6.334175e-01 0.2203755115 2.526876e-02 -0.1112964306
## [266,] -1.707670e-01 0.7324347781 5.870198e-02 0.5942806797
## [267,] -1.871335e-01 0.3272996949 -1.404055e-01 0.0399949455
## [268,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [269,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [270,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [271,] 8.595786e-01 0.7180734456 -1.105169e-01 -0.6778670550
## [272,] 3.549861e-02 0.0855635304 -7.663582e-02 -0.0578321601
## [273,] -1.011395e-01 -0.0316873733 -7.742605e-02 0.0076099187
## [274,] 1.033751e+00 -0.5606008126 3.107512e-01 0.1467450648
## [275,] 7.926027e-01 -0.5056642328 2.298227e-01 -0.0496618405
## [276,] 4.316775e-01 -0.2721371254 5.605438e-02 -0.1869413348
## [277,] 3.684769e-02 0.1935974767 -2.102709e-01 0.1961971742
## [278,] -4.797852e-01 -0.5248583529 -5.908645e-02 -0.2019491423
## [279,] -6.528125e-02 0.0109119628 -9.176273e-02 -0.1049071451
## [280,] 2.858529e-01 -0.0102983348 3.436096e-01 0.2473835149
## [281,] 6.068771e-02 -0.8691628548 -4.538366e-01 0.3665158272
## [282,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [283,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [284,] 5.711529e-01 -0.2615414792 1.478311e-01 -0.4446617131
## [285,] -2.894049e-01 0.4630415984 3.944485e-01 0.6786630122
## [286,] -1.953303e-01 -0.3779482366 2.178253e-01 -0.2977408547
## [287,] -4.970438e-02 0.4171841664 -1.367524e-01 0.0788814046
## [288,] -5.510243e-01 -1.4386325482 7.705192e-01 -0.0228835652
## [289,] -2.582346e-02 -0.2480452505 -1.068603e-02 -0.2116282493
## [290,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [291,] 1.286415e+00 -0.4082484583 -3.534045e-01 0.9343966765
## [292,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [293,] 7.715994e-02 0.7443632058 7.725549e-01 -0.6913366386
## [294,] 6.310381e-01 -0.0457888944 7.398716e-03 -0.4992673508
## [295,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [296,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [297,] 3.503495e-01 -0.2518868891 3.293321e-01 -0.3796444186
## [298,] 3.836086e-01 0.0273324903 4.118150e-01 -0.1633071070
## [299,] 4.744079e-02 -0.1230899309 -8.340314e-02 -0.1407794257
## [300,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [301,] 5.964467e-01 -0.0584250818 -9.178845e-01 0.1399974470
## [302,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [303,] 2.543800e-01 -0.1515117444 6.033231e-02 -0.0340663412
## [304,] -4.365392e-01 0.1911480324 7.258227e-01 -0.3534594152
## [305,] -1.228561e+00 0.4442852517 -7.532368e-01 -0.2902052316
## [306,] 1.592294e-01 0.1438962616 -4.119930e-02 0.1378748772
## [307,] 4.169233e-01 0.1405483380 6.569190e-01 -0.7688275772
## [308,] -2.118897e-01 -0.0748354871 5.462606e-01 3.5546543643
## [309,] 3.549861e-02 0.0855635304 -7.663582e-02 -0.0578321601
## [310,] 2.467335e-01 -0.7809745018 7.812267e-02 -0.2263731599
## [311,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [312,] -5.079014e-01 0.4282973853 1.930280e-01 0.0668494111
## [313,] 4.442031e-01 0.1638369126 2.888277e-01 0.5883706647
## [314,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [315,] -4.171454e-01 0.5720627951 -7.640452e-02 0.1024120436
## [316,] 4.569202e-01 -0.4747606943 -1.400600e-01 -0.0269290925
## [317,] -4.603423e-01 -0.2741454833 -4.932326e-01 0.0175274939
## [318,] -2.022755e-02 -0.0883065852 -2.812609e-01 0.0128182856
## [319,] -1.003729e+00 0.4722878631 -8.271086e-02 0.4275502135
## [320,] 3.013121e-01 -1.1012671063 3.554355e-01 -0.4783490436
## [321,] -1.898277e-01 -0.0559469799 -1.052664e+00 0.8554384991
## [322,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [323,] -3.409088e-01 0.2374536198 6.175747e-02 0.4008664259
## [324,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [325,] 2.543800e-01 -0.1515117444 6.033231e-02 -0.0340663412
## [326,] -2.942287e-01 -0.1589802321 6.747437e-01 -0.9238750803
## [327,] 1.581606e-02 -0.1560807323 -3.950078e-02 0.3454803174
## [328,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [329,] 2.015219e-01 -0.1155358698 -4.344195e-03 -0.0763168213
## [330,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [331,] 1.025585e+00 -0.0539220898 -1.204741e+00 1.6749737011
## [332,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [333,] -8.903842e-01 0.4331342291 5.340077e-02 0.2454134359
## [334,] 2.832960e-01 0.0349475538 2.401810e-01 -0.0868104008
## [335,] 4.673395e-01 0.5165385636 9.603798e-02 -0.1973440077
## [336,] -8.631896e-01 -0.2784301493 1.976015e-01 0.5750320847
## [337,] 1.005165e-01 -0.0483072474 -6.005780e-02 0.1355853350
## [338,] 1.482207e-01 -0.0484383634 -6.827622e-02 -0.0937044407
## [339,] -7.383810e-02 -0.5305335350 -2.018694e-01 -1.3588638512
## [340,] 3.922096e-01 -0.3996976559 -7.732805e-01 -1.4093856660
## [341,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [342,] -2.221474e-01 0.0602033413 -1.233472e-01 0.0073931194
## [343,] -4.886572e-01 0.8420717087 2.912184e-01 0.1741037925
## [344,] 1.032318e+00 0.7544925047 5.025364e-02 -0.0758854789
## [345,] -4.899003e-01 0.9446014586 -1.890558e-01 -0.2411725700
## [346,] 4.001359e-01 0.7353703915 -4.706067e-01 -0.7171982174
## [347,] -5.312342e-01 -0.0979981128 -6.634642e-01 0.2156558509
## [348,] 7.290018e-01 0.1927854579 4.878144e-01 0.0840677380
## [349,] -4.768588e-01 0.1211578726 2.504076e-01 -0.0346700113
## [350,] 6.722809e-02 0.0192852608 1.743086e-01 -0.3393522484
## [351,] 1.482207e-01 -0.0484383634 -6.827622e-02 -0.0937044407
## [352,] 1.856443e-01 -0.1392131632 2.410362e-02 -0.1092138133
## [353,] -3.721979e-01 1.1935421087 -4.491174e-01 0.2978910679
## [354,] 2.654268e-01 0.4875963880 3.139170e-01 0.3115574517
## [355,] 1.595789e-01 -0.0297710716 9.005009e-02 0.1894571078
## [356,] 2.083157e-01 -0.0801309066 1.228480e-01 0.1550198105
## [357,] -5.826801e-01 0.1629875679 -1.452660e-01 -0.0629575761
## [358,] 1.595789e-01 -0.0297710716 9.005009e-02 0.1894571078
## [359,] -1.940593e-01 -0.0988900586 1.832978e-02 0.0046679313
## [360,] -1.872345e-01 -0.0401749511 1.207136e-02 0.1038911123
## [361,] -2.598253e-01 0.0935547273 -1.385553e-02 -0.0098052276
## [362,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [363,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [364,] 2.543800e-01 -0.1515117444 6.033231e-02 -0.0340663412
## [365,] -2.935134e-01 0.4198332107 -2.151942e-01 -0.2679346436
## [366,] 5.955777e-02 0.2789916901 -1.458615e-01 -0.0383115730
## [367,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [368,] 5.761190e-01 -1.0255681672 -1.709024e-01 0.2843168177
## [369,] -1.030356e+00 0.6147773348 -1.805679e-01 0.3671413004
## [370,] 2.015219e-01 -0.1155358698 -4.344195e-03 -0.0763168213
## [371,] 2.015219e-01 -0.1155358698 -4.344195e-03 -0.0763168213
## [372,] -1.088520e+00 0.8620657058 -2.316584e-01 0.4336564601
## [373,] 4.697473e-01 -1.0440114659 -4.090242e-01 1.3933087056
## [374,] -6.593434e-01 0.3838583129 -1.813886e-01 0.2408611293
## [375,] -3.698776e-02 0.1025230013 -3.966610e-02 -0.0113867077
## [376,] -6.220702e-01 0.3012619621 -5.446427e-02 0.0485674031
## [377,] -5.959448e-02 -0.1080782126 4.683241e-02 0.0687883234
## [378,] -4.586895e-01 -0.0856480180 -5.070423e-01 -0.6518881687
## [379,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [380,] 2.702576e-01 -0.1278344510 3.188449e-02 -0.0011693492
## [381,] -1.174131e-01 0.1185122882 1.170850e-01 0.3188558061
## [382,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [383,] 3.549861e-02 0.0855635304 -7.663582e-02 -0.0578321601
## [384,] 1.545658e-01 -0.1739787619 1.948152e-02 -0.0259713819
## [385,] -4.108243e-01 0.4084855482 -4.943864e-02 0.1867812631
## [386,] -1.015356e-01 0.1421895816 8.863715e-02 0.3517527981
## [387,] 1.983338e+00 1.6165644916 -6.871523e-03 -0.6630903036
## [388,] 8.879983e-02 0.0184660240 -1.270379e-02 -0.0404445408
## [389,] -2.343560e-01 0.2602092908 2.764781e-02 0.1556030096
## [390,] -1.174512e-01 0.1978933318 -6.304953e-02 0.0420596582
## [391,] -2.555900e-01 0.2974863087 -9.047942e-02 0.3606053421
## [392,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [393,] -4.551738e-01 0.0730705945 1.691685e-02 0.1669636216
## [394,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [395,] -1.007665e+00 0.4131615244 -6.752363e-02 0.0148154856
## [396,] -2.598253e-01 0.0935547273 -1.385553e-02 -0.0098052276
## [397,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [398,] 1.015183e-01 0.4905782348 -8.670553e-01 -0.2004001402
## [399,] -3.080456e-01 0.1326148552 -1.007582e-01 0.0816224308
## [400,] 3.042722e-02 -0.9426103785 -6.603949e-01 0.1208856414
## [401,] -4.627272e-01 0.3529077265 -1.986287e-01 -0.4903359757
## [402,] -3.616379e-05 0.1826484668 3.718234e-01 -0.2133997977
## [403,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [404,] -1.409442e+00 0.5412357258 -2.896019e-01 0.4175209030
## [405,] -4.200804e-02 0.3081691891 -6.523494e-02 0.0425148240
## [406,] -6.436032e-01 0.4289450577 4.752095e-02 0.1092607616
## [407,] 3.358818e-01 0.3217596060 -4.759238e-01 0.5185550717
## [408,] -1.821787e-01 0.3730359814 1.702726e-01 0.0240262038
## [409,] 1.606133e-02 0.0144548965 8.373686e-02 0.1916629047
## [410,] 8.879983e-02 0.0184660240 -1.270379e-02 -0.0404445408
## [411,] -4.469236e-01 -0.6444679701 8.246287e-01 -0.0866764209
## [412,] -1.048263e-01 -0.2495646795 -2.023695e-01 0.1756282949
## [413,] 4.034695e-01 0.4739063176 6.056208e-01 -0.3267154317
## [414,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [415,] 1.856443e-01 -0.1392131632 2.410362e-02 -0.1092138133
## [416,] -2.832837e-01 0.3626613560 -6.387655e-02 0.0292411746
## [417,] -2.358270e-02 0.0284554387 -1.300839e-01 0.1877150112
## [418,] -1.605064e-01 0.1848102232 -4.254854e-02 0.1004038586
## [419,] -4.825489e-01 0.2741340743 -9.654745e-02 0.2854990448
## [420,] -1.754903e+00 0.3695452912 8.041820e-01 0.8960748324
## [421,] 2.080618e-01 -0.0774245473 1.973324e-01 -0.0430445567
## [422,] -1.200025e-02 0.0587036434 9.547765e-02 -0.3220078259
## [423,] 1.545658e-01 -0.1739787619 1.948152e-02 -0.0259713819
## [424,] 1.310148e-01 -0.1176565237 2.916603e-02 0.2632263600
## [425,] 7.800319e-02 -0.0332486479 -7.226630e-03 0.0354737449
## [426,] 5.684094e-01 -0.7171860708 2.624584e-01 -0.1847645451
## [427,] -7.277099e-01 0.5840903931 -1.482466e-01 0.0829553353
## [428,] 1.204034e-01 -0.0284970319 1.827037e-01 -0.0583681178
## [429,] -1.177170e-01 -0.0008234027 1.231254e-01 -0.0198998872
## [430,] -6.010985e-02 -0.3140408189 -3.329448e-02 -0.1528286479
## [431,] 2.015219e-01 -0.1155358698 -4.344195e-03 -0.0763168213
## [432,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [433,] 7.800319e-02 -0.0332486479 -7.226630e-03 0.0354737449
## [434,] 2.702576e-01 -0.1278344510 3.188449e-02 -0.0011693492
## [435,] -2.870818e-01 -0.1021048429 -3.653507e-01 -0.5990151372
## [436,] 2.258160e-01 -0.2393971965 -5.517526e-04 0.0397029109
## [437,] 7.800319e-02 -0.0332486479 -7.226630e-03 0.0354737449
## [438,] 1.113132e-01 0.0034074244 -6.553496e-02 0.0596670493
## [439,] -2.180028e-01 -0.6208868344 5.069395e-01 -0.3457117978
## [440,] -1.870990e-01 0.1463417567 -1.679400e-01 -0.1439423288
## [441,] -1.338740e+00 -1.2023973517 -1.147006e+00 -0.0363510066
## [442,] 5.388305e-02 -0.4348829250 -1.139313e+00 0.4076243652
## [443,] -6.315678e-01 -0.8178865975 6.767775e-01 -1.3567132619
## [444,] -2.547444e-01 0.0655173488 -3.682619e-02 0.0990100502
## [445,] 3.193887e-02 0.0381321899 5.528904e-02 0.2245598967
## [446,] 1.005165e-01 -0.0483072474 -6.005780e-02 0.1355853350
## [447,] 9.621717e-02 -0.1251592009 1.856200e-01 -0.2333277606
## [448,] -9.940221e-02 0.0599382911 -2.319749e-01 0.2365323773
## [449,] -6.806627e-02 0.0677574025 -4.428821e-02 0.0718557237
## [450,] 1.545658e-01 -0.1739787619 1.948152e-02 -0.0259713819
## [451,] 1.989364e-01 0.4926728652 1.557409e+00 1.3173154877
## [452,] 5.993544e-01 -1.7517675149 -1.072789e+00 1.2226570977
## [453,] -5.961793e-02 -1.7020876835 -8.849418e-01 0.9382219496
## [454,] 1.545658e-01 -0.1739787619 1.948152e-02 -0.0259713819
## [455,] -1.429819e-01 -0.0260632060 2.638268e-02 0.0310102693
## [456,] 1.375367e-01 -0.0318938111 2.009410e-02 -0.0748818381
## [457,] -9.940221e-02 0.0599382911 -2.319749e-01 0.2365323773
## [458,] -5.730119e-02 0.0483143490 -1.747937e-01 0.1348804819
## [459,] 1.545658e-01 -0.1739787619 1.948152e-02 -0.0259713819
## [460,] 7.800319e-02 -0.0332486479 -7.226630e-03 0.0354737449
## [461,] 8.879983e-02 0.0184660240 -1.270379e-02 -0.0404445408
## [462,] -1.781817e-01 -0.0752127653 -1.011804e-02 0.0375649233
## [463,] 1.545658e-01 -0.1739787619 1.948152e-02 -0.0259713819
## [464,] -1.831113e-01 0.1387120053 -8.639566e-03 0.1977694352
## [465,] 5.102372e-01 -0.3104673604 1.360732e-01 -0.1366567922
## [466,] 1.426176e-01 -0.0599311896 -2.876555e-03 0.0339334396
## [467,] -5.107618e-01 0.4784568265 -1.525770e-01 -0.1979044491
## [468,] -8.794390e-01 -1.0081486127 9.941932e-01 -0.4965953561
## [469,] 8.403215e-01 0.2064844449 -1.063345e-01 0.1262765427
## [470,] -2.547444e-01 0.0655173488 -3.682619e-02 0.0990100502
## [471,] 1.850178e-01 -0.0551795736 1.870537e-01 -0.0599084230
## [472,] 1.375367e-01 -0.0318938111 2.009410e-02 -0.0748818381
## [473,] 5.696189e-01 -0.2298604563 5.066512e-01 0.0070873734
## [474,] -7.175955e-02 0.2540076170 -3.717481e-01 0.7258028171
## [475,] -1.306872e+00 0.5462903200 -2.406788e-01 -0.0800877214
## [476,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [477,] -6.840136e-01 -0.5299959477 1.197764e-01 -0.7359650988
## [478,] 2.033026e-01 -0.2243385970 5.227942e-02 -0.0604086792
## [479,] 3.777587e-01 -0.2968878475 -7.287904e-01 -0.0300009380
## [480,] 1.489148e-02 -0.3560906396 2.892714e-01 -0.1408947383
## [481,] 1.375367e-01 -0.0318938111 2.009410e-02 -0.0748818381
## [482,] 2.702576e-01 -0.1278344510 3.188449e-02 -0.0011693492
## [483,] -1.065487e-01 -0.0020181088 1.806858e-02 0.1363243083
## [484,] 1.386883e-01 -0.1976560553 4.792934e-02 -0.0588683739
## [485,] 1.386883e-01 -0.1976560553 4.792934e-02 -0.0588683739
## [486,] -1.752168e-01 0.1420943971 -2.430758e-01 0.1190331678
## [487,] 1.386883e-01 -0.1976560553 4.792934e-02 -0.0588683739
## [488,] -1.106719e-01 -0.1809050652 3.877952e-02 0.0424459855
## [489,] 1.012646e-01 -0.1068812555 -4.445051e-02 -0.0433590013
## [490,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [491,] -1.616175e-01 0.2642204183 -6.879285e-02 -0.0765044359
## [492,] -2.332629e-01 0.4784961641 -4.300616e-01 -1.5745399836
## [493,] -6.078016e-04 0.0782753984 -2.281132e-02 0.0828751550
## [494,] 7.800319e-02 -0.0332486479 -7.226630e-03 0.0354737449
## [495,] 2.015219e-01 -0.1155358698 -4.344195e-03 -0.0763168213
## [496,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [497,] 6.212564e-02 -0.0569259412 2.122119e-02 0.0025767529
## [498,] 7.800319e-02 -0.0332486479 -7.226630e-03 0.0354737449
## [499,] 1.375367e-01 -0.0318938111 2.009410e-02 -0.0748818381
## [500,] -2.309700e-01 -0.1883362402 -1.406468e+00 0.6703168964
## [501,] 1.156861e+00 0.2429662589 -5.518787e-01 0.8287466234
## [502,] 2.702576e-01 -0.1278344510 3.188449e-02 -0.0011693492
## [503,] 2.543800e-01 -0.1515117444 6.033231e-02 -0.0340663412
## [504,] -4.933079e-01 0.1339830108 -5.145317e-02 0.1244061238
## [505,] 1.177316e+00 -0.2704277634 1.700694e-02 0.2229024683
## [506,] 6.743968e-02 -0.0850286771 -7.997235e-02 -0.0311946563
## [507,] 1.636227e-02 -0.1578555297 -8.802524e-02 -0.0575369943
## [508,] 5.699391e-02 -0.0817998004 3.906975e-01 -1.0329341143
## [509,] 1.087668e+00 -0.5597272782 8.166371e-01 0.6492106883
## [510,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [511,] -1.605603e-01 0.0352170141 -2.185362e-02 0.0608698186
## [512,] 1.545658e-01 -0.1739787619 1.948152e-02 -0.0259713819
## [513,] 1.012646e-01 -0.1068812555 -4.445051e-02 -0.0433590013
## [514,] -4.173400e-01 0.1631287185 -1.257779e-01 0.4268212983
## [515,] 2.033026e-01 -0.2243385970 5.227942e-02 -0.0604086792
## [516,] 5.812137e-01 -0.7211576619 -8.419337e-01 0.0707304720
## [517,] -4.551738e-01 0.0730705945 1.691685e-02 0.1669636216
## [518,] 2.169564e-01 -0.0607369446 -3.204754e-02 -0.0185569686
## [519,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [520,] 1.856443e-01 -0.1392131632 2.410362e-02 -0.1092138133
## [521,] -1.430825e-01 0.0540774250 1.696824e-02 0.2733838479
## [522,] 2.470197e-02 0.0338488586 -7.115866e-02 0.0180861256
## [523,] -3.080456e-01 0.1326148552 -1.007582e-01 0.0816224308
## [524,] 1.386883e-01 -0.1976560553 4.792934e-02 -0.0588683739
## [525,] -1.377931e-01 0.0513195973 -1.506959e-01 0.1035237951
## [526,] -2.612345e-01 0.0434025654 1.168122e-01 -0.0176940903
## [527,] 8.879983e-02 0.0184660240 -1.270379e-02 -0.0404445408
## [528,] -1.724141e-01 0.2125057464 -6.331569e-02 -0.0005861502
## [529,] 1.386883e-01 -0.1976560553 4.792934e-02 -0.0588683739
## [530,] -1.097801e-01 -0.0510813353 7.746947e-02 0.1811866978
## [531,] 6.212564e-02 -0.0569259412 2.122119e-02 0.0025767529
## [532,] 6.245246e-02 -0.0537752424 -1.293421e-01 0.4454826580
## [533,] 2.661362e-01 -0.1422184115 5.880383e-06 -0.0778571266
## [534,] 1.534142e-01 -0.0082165177 -8.353716e-03 -0.0419848461
## [535,] 7.384486e-01 -0.3085515083 7.716201e-01 0.5241141195
## [536,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [537,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [538,] -1.234391e+00 0.4789023267 6.537020e-02 0.0896054144
## [539,] -7.935736e-02 -0.4836533003 1.036931e-02 -0.4244027051
## [540,] 8.879983e-02 0.0184660240 -1.270379e-02 -0.0404445408
## [541,] -3.956858e-01 0.1013119650 1.984805e-01 -0.5629932263
## [542,] -7.164822e-01 0.2038691570 -1.459105e-02 0.3281828026
## [543,] 1.005165e-01 -0.0483072474 -6.005780e-02 0.1355853350
## [544,] 1.856443e-01 -0.1392131632 2.410362e-02 -0.1092138133
## [545,] 6.212564e-02 -0.0569259412 2.122119e-02 0.0025767529
## [546,] 2.470197e-02 0.0338488586 -7.115866e-02 0.0180861256
## [547,] 2.470197e-02 0.0338488586 -7.115866e-02 0.0180861256
## [548,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [549,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [550,] -1.213675e-01 0.1348549089 -1.082202e-01 0.0544681044
## [551,] 3.763502e-01 0.2034608732 1.349541e-01 0.0673646799
## [552,] -2.972489e-01 0.1843295271 -1.062354e-01 0.0057041451
## [553,] 3.093511e-02 -0.1099425783 2.559298e-01 -0.2177190378
## [554,] 8.226885e-01 0.0651481995 -3.436458e-01 -0.6651510540
## [555,] 2.639250e-01 -0.1573194182 1.052125e+00 -0.6467335207
## [556,] 4.635078e-02 1.2436942282 -8.901875e-01 -0.3378809924
## [557,] 3.845977e-01 -0.8949528341 -1.076240e+00 1.4450896446
## [558,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [559,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [560,] -6.215745e-01 -0.5981405979 8.042748e-01 0.9150138141
## [561,] -3.080456e-01 0.1326148552 -1.007582e-01 0.0816224308
## [562,] 6.212564e-02 -0.0569259412 2.122119e-02 0.0025767529
## [563,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [564,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [565,] 1.523420e-01 -0.0340544029 -3.639761e-02 -0.0170166633
## [566,] -2.706219e-01 0.0418400554 -8.378367e-03 0.0661130582
## [567,] 6.254615e-01 0.1545894214 -5.869700e-02 -0.0268878091
## [568,] -3.400548e-01 -0.6194211857 -5.409356e-01 -0.0432542635
## [569,] 8.879983e-02 0.0184660240 -1.270379e-02 -0.0404445408
## [570,] -4.423231e-02 -0.2903635256 -6.174230e-02 -0.1199316559
## [571,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [572,] 1.837779e-01 0.0088031794 1.326259e-01 -0.2570849549
## [573,] -1.605064e-01 0.1848102232 -4.254854e-02 0.1004038586
## [574,] -6.369099e-01 -0.3788654098 2.998619e+00 -1.3898921970
## [575,] 7.800319e-02 -0.0332486479 -7.226630e-03 0.0354737449
## [576,] 6.169387e-03 -0.6666824053 5.717761e-01 -0.3305678959
## [577,] 3.697491e-01 -0.7653338254 2.780935e-01 -0.0076746025
## [578,] -4.668297e-01 -0.0712734895 -6.903147e-02 -0.3743435113
## [579,] -2.547444e-01 0.0655173488 -3.682619e-02 0.0990100502
## [580,] 2.985792e-01 -1.0086390099 2.160426e-01 0.2488448755
## [581,] 6.212564e-02 -0.0569259412 2.122119e-02 0.0025767529
## [582,] -1.940593e-01 -0.0988900586 1.832978e-02 0.0046679313
## [583,] -2.136234e-02 0.1052296963 -8.642982e-03 0.2071722774
## [584,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [585,] 1.494213e-02 0.3434888856 -8.057887e-02 0.2042011366
## [586,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [587,] 2.543800e-01 -0.1515117444 6.033231e-02 -0.0340663412
## [588,] 1.386883e-01 -0.1976560553 4.792934e-02 -0.0588683739
## [589,] 2.881303e-01 -0.5204728566 -6.579395e-01 0.0358668959
## [590,] -6.318992e-01 0.5507774156 -8.620864e-01 0.2965294944
## [591,] -2.790325e-01 0.5059927122 4.664177e-01 0.5487333332
## [592,] -9.479435e-02 -0.1572277718 1.033170e-02 0.0753429775
## [593,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [594,] -7.228046e-02 -0.2713115424 3.806151e-02 0.1023009496
## [595,] 7.800319e-02 -0.0332486479 -7.226630e-03 0.0354737449
## [596,] 2.851097e-01 -0.4147118754 -1.499857e-01 0.0692574589
## [597,] 6.383557e-02 0.5675072931 -5.277341e-01 0.0353489889
## [598,] -1.761514e-01 -0.2869131063 1.007955e-01 -0.4005241717
## [599,] -6.477299e-02 0.1065412312 -3.198543e-02 -0.1452737085
## [600,] 2.502587e-01 -0.1658957048 2.845370e-02 -0.1107541186
## [601,] 9.262395e-02 -0.1262752175 1.104450e-01 0.1302177779
## [602,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [603,] 1.386883e-01 -0.1976560553 4.792934e-02 -0.0588683739
## [604,] 6.212564e-02 -0.0569259412 2.122119e-02 0.0025767529
## [605,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [606,] -8.879627e-01 0.2094204895 -6.780251e-01 0.3655973449
## [607,] 1.551410e-02 -0.0363852446 9.590943e-02 0.6068539703
## [608,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [609,] -1.226201e-01 -0.0668574928 1.642144e-02 0.1023508070
## [610,] -3.017190e-01 0.2853974018 -1.080406e-01 0.1995801977
## [611,] -9.246120e-01 -2.8088822974 -1.754675e+00 0.3617011346
## [612,] 2.089392e-01 -0.2591610947 1.939796e-01 -0.2692000411
## [613,] 2.015219e-01 -0.1155358698 -4.344195e-03 -0.0763168213
## [614,] 1.545658e-01 -0.1739787619 1.948152e-02 -0.0259713819
## [615,] -4.290944e-01 0.3183383816 -1.180410e-01 0.4878026292
## [616,] 6.212564e-02 -0.0569259412 2.122119e-02 0.0025767529
## [617,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [618,] 7.644005e-01 1.1714350171 1.617687e-01 -0.5441475913
## [619,] 8.879983e-02 0.0184660240 -1.270379e-02 -0.0404445408
## [620,] 2.222389e-01 0.2499254460 -8.899317e-02 -0.0324725341
## [621,] -1.795476e-01 0.1344566541 -8.464341e-01 -0.2464932762
## [622,] -2.898340e-01 0.2910339270 1.298689e-02 0.1912400700
## [623,] 1.545658e-01 -0.1739787619 1.948152e-02 -0.0259713819
## [624,] 1.005165e-01 -0.0483072474 -6.005780e-02 0.1355853350
## [625,] 1.770792e-01 -0.1890373615 -3.334965e-02 0.0741402082
## [626,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [627,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [628,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [629,] 2.015219e-01 -0.1155358698 -4.344195e-03 -0.0763168213
## [630,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [631,] -3.882188e-01 0.1695747405 -3.478081e-03 0.2262029515
## [632,] 2.281566e-01 -0.1162105089 -2.529676e-02 0.1004825461
## [633,] -8.283834e-01 -0.3245099982 8.293664e-02 -0.0619566567
## [634,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [635,] -5.050149e-01 0.2307675541 -1.797061e-01 0.1118084053
## [636,] -4.883546e-02 0.0320728509 1.738128e-03 0.2298812444
## [637,] -1.605064e-01 0.1848102232 -4.254854e-02 0.1004038586
## [638,] 1.386883e-01 -0.1976560553 4.792934e-02 -0.0588683739
## [639,] 3.549861e-02 0.0855635304 -7.663582e-02 -0.0578321601
## [640,] 7.292228e-02 -0.0052112694 1.574403e-02 -0.0733415328
## [641,] 6.212564e-02 -0.0569259412 2.122119e-02 0.0025767529
## [642,] 4.907363e-02 0.0822958605 -2.385818e-01 -0.4025322010
## [643,] 5.348254e-01 0.5080443414 8.499206e-01 1.0942907442
## [644,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [645,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [646,] 1.012646e-01 -0.1068812555 -4.445051e-02 -0.0433590013
## [647,] 1.437014e-01 -0.0534483649 1.184979e-01 0.1565601158
## [648,] 1.437014e-01 -0.0534483649 1.184979e-01 0.1565601158
## [649,] 9.543563e-02 -0.0202698689 -3.708714e-02 0.0267700573
## [650,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [651,] -8.101485e-01 0.1320735482 -2.574912e-01 0.3573522599
## [652,] 3.549861e-02 0.0855635304 -7.663582e-02 -0.0578321601
## [653,] 4.348448e-01 0.7257498959 3.254585e-01 0.2229440420
## [654,] -2.556194e-01 0.3427805307 -1.017638e-01 0.3241032639
## [655,] -8.279263e-01 0.9545507422 -7.582807e-02 0.9801873291
## [656,] -4.749760e-01 0.2742751737 -8.719858e-02 0.2057778895
## [657,] 1.482207e-01 -0.0484383634 -6.827622e-02 -0.0937044407
## [658,] -6.433652e-01 0.3273949753 -2.004220e-01 0.0313845427
## [659,] 1.897657e-01 -0.1248292027 5.598223e-02 -0.0325260360
## [660,] 2.880049e-01 0.0574806601 -5.680785e-02 -0.0179993753
## [661,] -1.429819e-01 -0.0260632060 2.638268e-02 0.0310102693
## [662,] 7.800319e-02 -0.0332486479 -7.226630e-03 0.0354737449
## [663,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [664,] 2.015219e-01 -0.1155358698 -4.344195e-03 -0.0763168213
## [665,] -2.608560e-02 0.5519345549 -1.535858e-01 -0.0419155803
## [666,] 6.716200e-01 -0.0870026486 1.032482e-01 0.5661955997
## [667,] -1.979301e-01 0.2755850230 -1.349284e-01 0.1159132312
## [668,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [669,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [670,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [671,] 2.056432e-01 -0.1011519093 2.753441e-02 0.0003709560
## [672,] 8.596067e-02 0.1575707355 2.240405e-01 -0.1589825844
## [673,] 1.545658e-01 -0.1739787619 1.948152e-02 -0.0259713819
## [674,] 6.962905e-01 0.2968585377 -9.284018e-02 -0.4049759434
## [675,] 2.281566e-01 -0.1162105089 -2.529676e-02 0.1004825461
## [676,] -5.067049e-01 -0.3488160511 4.675565e-01 0.0400789207
## [677,] 8.879983e-02 0.0184660240 -1.270379e-02 -0.0404445408
## [678,] 2.799277e-02 -0.1273667132 -1.943582e-01 -0.0786093728
## [679,] -3.727639e-01 0.1349177629 -2.461952e-02 -0.0922809963
## [680,] 2.015219e-01 -0.1155358698 -4.344195e-03 -0.0763168213
## [681,] -1.049028e-01 0.0388431973 -1.056584e+00 -0.4600302013
## [682,] -2.810270e-01 -0.7339208773 -7.165207e-02 -0.3103001085
## [683,] -1.710879e-01 -0.6988562830 1.203811e+00 -0.1913936636
## [,10] [,11] [,12] [,13]
## [1,] 0.081313250 -0.0491149789 0.0698191540 -0.0434645550
## [2,] -0.013585072 0.3604850878 0.6350158794 -0.6041697264
## [3,] -0.001202664 0.1678785340 -0.0049387548 0.1986346895
## [4,] -0.752041025 -1.6780059840 -0.5186168204 0.0020604523
## [5,] -0.256693193 0.1221129915 0.0798966032 -0.2121968839
## [6,] -1.132133147 0.4671433783 0.2551311233 -0.5515074425
## [7,] -0.038651998 -0.0652520405 -0.1018106065 0.0123542214
## [8,] 0.194657571 0.0443664888 -0.1144553556 0.0355697288
## [9,] 0.456566280 -0.1053210567 -0.8353562985 -0.6836118978
## [10,] 0.141146530 0.0912547737 -0.0050672392 0.0810184972
## [11,] -0.144232062 0.0456836073 -0.0596699756 -0.0655780035
## [12,] 0.024645234 0.0538077760 -0.0649080294 -0.0551621917
## [13,] 0.478994483 0.1417004910 0.4821832081 -0.5002567575
## [14,] 0.098570142 0.0644263450 -0.2478161029 -0.3093325937
## [15,] 0.075333881 1.0925032792 -0.3214883403 -0.3177334569
## [16,] 0.299385433 0.8175363109 0.6812337157 0.8251760079
## [17,] -0.066204209 0.0007120358 0.0199733564 0.0193135164
## [18,] -0.095022399 -0.0240125173 -0.0063444072 -0.0592129424
## [19,] 0.509805613 -0.8039813188 0.4664670923 0.6852912101
## [20,] -0.068049790 -0.1942684800 -0.0272419108 -0.1351291366
## [21,] 1.482876433 0.2657808614 -0.4667715694 1.1172638555
## [22,] -0.440657443 1.1070839717 0.7269025753 -1.2941401303
## [23,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [24,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [25,] 0.671817480 -0.1911467982 0.5656596293 -1.0895859644
## [26,] 0.102896352 0.2298135614 -0.0377434809 0.1393443841
## [27,] 0.110131440 -0.0243904258 0.0961369176 0.0350619037
## [28,] 0.024645234 0.0538077760 -0.0649080294 -0.0551621917
## [29,] 0.117251049 -0.1325797156 -0.0538090993 -0.2186117776
## [30,] -0.104454387 0.1392708235 -0.0127028853 0.0776394032
## [31,] -0.004172956 0.0290832229 -0.0912257930 -0.1336886505
## [32,] -0.898488563 -0.5944561453 0.7831445832 -0.0564312399
## [33,] -0.061335511 -0.0026816505 -0.1381243203 0.0361590682
## [34,] 0.171899382 0.1231796740 -0.0163962152 0.2894081180
## [35,] 0.024645234 0.0538077760 -0.0649080294 -0.0551621917
## [36,] 0.931141843 0.4892266368 -0.3567856025 -0.0446297648
## [37,] -0.013926767 -0.0095423956 -0.0205603558 -0.2198523917
## [38,] 0.844845676 -0.3908647065 -0.2280890844 -0.3952148477
## [39,] 0.132070623 1.0804818174 -0.2158769192 -2.0174275207
## [40,] 0.846794664 -0.2104538577 -0.7152588209 -1.1450998084
## [41,] -1.237569544 -0.5724973444 -0.2527346852 0.1972712301
## [42,] -0.432466478 0.0906012253 -0.5415362474 0.1007654171
## [43,] 0.091182090 -0.7551564636 0.2988902817 -0.0590475791
## [44,] 0.207813828 -0.0378432627 -0.0026561493 0.1398303111
## [45,] -0.069951872 0.2944233534 0.6083900126 0.8830940748
## [46,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [47,] -0.256693193 0.1221129915 0.0798966032 -0.2121968839
## [48,] 0.815020579 -0.2484997442 -0.5617110591 1.2435858185
## [49,] 0.112714760 0.3075331485 -1.5053852489 -0.5861517490
## [50,] 0.463834368 -0.6783350431 0.2891652873 -0.5078068824
## [51,] 0.013299997 -0.3909273236 1.1105396027 0.4797325127
## [52,] -1.278171930 1.0597588562 0.1014728879 0.2881869750
## [53,] -1.061018768 -0.1783420431 -0.0898770699 -0.0009620974
## [54,] -0.544646601 -0.5472419574 0.6181015811 0.0651901521
## [55,] -0.109571000 1.1269652204 -1.2447105834 -0.3827041722
## [56,] 1.134322907 0.6365291764 0.0349797384 0.4881664401
## [57,] 0.757948750 -0.0721544159 -0.1140703788 -0.0745733839
## [58,] -0.644631146 0.6846294275 -0.3163965726 0.5604271661
## [59,] -0.193200034 -0.1494159005 0.8791604644 -0.7965536382
## [60,] 0.016656040 0.1237404240 0.0007296821 0.2124702003
## [61,] -0.467093082 1.0636012555 -0.3154509002 0.5284402964
## [62,] 0.599922855 0.3276911032 -0.4415759279 0.0128677554
## [63,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [64,] 0.047269893 0.7325975033 0.6064411316 1.3389391442
## [65,] -0.095022399 -0.0240125173 -0.0063444072 -0.0592129424
## [66,] 0.033196348 -0.0872269623 -0.1884716476 0.2813301683
## [67,] -0.547658086 0.6356332510 -1.1669705195 0.4121390983
## [68,] -0.070654274 0.0150013647 -0.0299269256 0.0217715698
## [69,] 0.303946853 -0.1252266336 0.0146250200 -0.1764943328
## [70,] 0.149671713 0.7629822730 -0.0510816024 1.0007124900
## [71,] 0.064480822 -0.1529984612 -0.1235493897 -0.2327384989
## [72,] 0.156199482 0.8573654344 0.2483314642 0.4388158745
## [73,] -0.851192619 -0.3629344605 -0.6785631811 -0.1388902211
## [74,] 0.145633620 0.2056915519 0.3826575762 0.6210443360
## [75,] 0.007660224 0.2225192561 -0.1576904412 0.0032051512
## [76,] 0.127155596 -0.1543629750 0.0327679677 0.0960259721
## [77,] 0.109529628 0.1332890081 -0.2271667762 -0.2446416458
## [78,] -0.066189757 -0.0731812579 -0.1966051372 -0.1730846413
## [79,] 0.248780595 0.2290925732 -0.1077738006 -0.0491535264
## [80,] -0.123366765 -0.0310528376 -0.0269251710 0.1891612351
## [81,] 0.288663989 0.0414277590 0.0447785584 0.0182404259
## [82,] -0.076907138 0.2306874650 0.0463196286 0.0947167890
## [83,] -1.359475431 0.5920886614 0.0869193411 -0.0489563449
## [84,] -0.031889942 0.2519424406 0.9725064782 0.9292072462
## [85,] 0.409590238 0.3491155362 1.3775889744 0.5998315131
## [86,] -0.133744295 -0.2116331104 -0.4369003866 0.4740650737
## [87,] -0.095022399 -0.0240125173 -0.0063444072 -0.0592129424
## [88,] -0.123352312 -0.1049461313 -0.2435036645 -0.0032369226
## [89,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [90,] -0.122767433 0.0053542819 0.0014535977 0.2274831255
## [91,] -0.095022399 -0.0240125173 -0.0063444072 -0.0592129424
## [92,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [93,] -0.004172956 0.0290832229 -0.0912257930 -0.1336886505
## [94,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [95,] -0.071191054 -0.0487343502 -0.0702877792 0.0521711951
## [96,] 0.081313250 -0.0491149789 0.0698191540 -0.0434645550
## [97,] -0.320031618 2.5045530458 -2.1142792199 0.2685792820
## [98,] 1.005926621 1.0131984333 -0.8905559653 1.0465674737
## [99,] -0.225181037 -0.0807772424 0.3989252783 -0.0117775059
## [100,] 0.214483171 -0.0670263048 -0.2578141225 -0.8728935044
## [101,] 0.103808128 -0.0087292514 -0.0295739699 0.1100454369
## [102,] 0.647701606 0.4235392724 -0.2382766553 -1.0326723413
## [103,] -0.096375386 0.2764936403 -1.1095397484 1.0178671914
## [104,] 0.116869197 0.0593016081 -0.8681174349 -0.4434278859
## [105,] -0.003530423 0.1375394953 0.5151452214 0.2663700274
## [106,] -1.349291551 -1.1897887376 -0.5604586788 0.6585420051
## [107,] -0.316440332 0.2514021391 -0.0117935389 0.3302824997
## [108,] -1.088715897 0.5826368138 -0.7821217000 -0.0447614212
## [109,] -0.013446064 -0.0266245811 -0.0660391534 0.8821246204
## [110,] -0.588253376 1.2437843506 -0.1887182020 -0.3348985371
## [111,] -0.448836353 -0.2384488494 -0.4551755912 0.0788095574
## [112,] 0.086102967 0.3635743175 -0.0298424686 0.2661064563
## [113,] 0.382546867 0.0503645982 -0.2668667613 -0.1842669169
## [114,] -0.208375564 -0.1855634177 0.3402098126 -0.0884943826
## [115,] 0.242688953 0.0092870721 -0.0231342435 -0.3665264550
## [116,] -1.000276739 0.3252226312 -1.1628795343 -0.2434164251
## [117,] 0.081086957 -0.2217348207 -0.1403330081 -0.1917016432
## [118,] 0.206148075 0.2584212719 -0.0299793504 0.2603396704
## [119,] 0.074959151 -0.0021724156 -0.1102618328 0.3160384300
## [120,] 0.166875011 0.1512368997 -0.0168393415 0.1595034480
## [121,] -0.827897124 0.0123518971 -0.5582762851 1.0442689497
## [122,] -0.816067138 -0.4921928662 0.1348388238 0.4151280896
## [123,] 1.784825637 1.5623717739 3.3523732400 -0.1172165410
## [124,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [125,] 0.691815275 0.3113817309 -1.6840662453 -0.9465711722
## [126,] -0.055749335 0.0831718550 -0.0194844162 0.0416232800
## [127,] 0.272481883 -0.5989528226 0.5416785693 -0.5625463508
## [128,] -0.225743590 0.1742796096 -0.2305783881 0.2330087000
## [129,] 0.303946853 -0.1252266336 0.0146250200 -0.1764943328
## [130,] -0.004172956 0.0290832229 -0.0912257930 -0.1336886505
## [131,] -0.822433374 -1.5539804694 -0.2727453203 0.0894831672
## [132,] -0.030876599 0.1085885810 0.0170401647 0.1649889764
## [133,] -0.117766136 -0.0190926258 -0.1248637604 0.0022272891
## [134,] -0.142689780 0.2479600942 0.0863872557 0.3883705634
## [135,] -0.066204209 0.0007120358 0.0199733564 0.0193135164
## [136,] -0.065604878 0.0371191553 0.0483521250 0.0576354068
## [137,] 0.132626318 0.0159953017 -0.0032562062 0.1885718956
## [138,] -0.065604878 0.0371191553 0.0483521250 0.0576354068
## [139,] -0.014028499 -0.0169694768 -0.0233892518 -0.1176765237
## [140,] -1.437563744 0.4320475207 0.3634367014 0.4420197253
## [141,] -0.208375564 -0.1855634177 0.3402098126 -0.0884943826
## [142,] 0.024645234 0.0538077760 -0.0649080294 -0.0551621917
## [143,] -0.039451915 0.7674747829 0.8936242405 0.3168397302
## [144,] -0.074178950 -0.0032486098 -0.1309674257 0.0945477507
## [145,] -0.590783107 -0.2733698392 -0.0113848405 0.5472542468
## [146,] 0.020981083 -0.2852916290 -0.5571450813 0.3944779607
## [147,] -0.144232062 0.0456836073 -0.0596699756 -0.0655780035
## [148,] 0.420755258 0.5346958562 -0.6196239164 0.3722817804
## [149,] 0.190675846 -1.2349851752 0.2387852242 0.2060286939
## [150,] 0.060401021 -0.0199480639 -0.1461902261 -0.3294657413
## [151,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [152,] -0.420702904 -0.2195866712 -0.4191692592 -0.2339394456
## [153,] 0.368290635 0.1448597488 -0.0620861375 0.2864221509
## [154,] -0.004172956 0.0290832229 -0.0912257930 -0.1336886505
## [155,] -0.119258146 2.1149661459 0.2395781341 -2.3515337622
## [156,] 0.152924994 -0.8418501373 0.5107134827 0.5938005626
## [157,] -0.098967853 -0.0233203444 0.0038624100 -0.0143737047
## [158,] -0.055749335 0.0831718550 -0.0194844162 0.0416232800
## [159,] -0.340311108 -0.0631559674 -0.3092785532 -0.2322095757
## [160,] -0.044421181 0.0613863346 0.0184080713 0.1426377048
## [161,] -0.771918962 -0.4136554130 0.0268106589 0.0091574129
## [162,] 0.734111438 0.1008500094 -0.3789210555 0.5146983752
## [163,] -0.055749335 0.0831718550 -0.0194844162 0.0416232800
## [164,] -0.211250161 -0.0321339658 -0.0387319618 0.1202818421
## [165,] -0.065604878 0.0371191553 0.0483521250 0.0576354068
## [166,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [167,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [168,] -0.535026639 -1.3300254895 0.0825244957 -0.3435690423
## [169,] -0.387615184 -0.1399364421 -0.2887753434 -0.7077912709
## [170,] -0.094529023 -0.5685414544 -0.3673823581 0.9640260946
## [171,] -0.004172956 0.0290832229 -0.0912257930 -0.1336886505
## [172,] -0.781010819 -0.5661323898 0.2471782483 -0.0271667160
## [173,] -0.095022399 -0.0240125173 -0.0063444072 -0.0592129424
## [174,] 0.448576758 0.0163799684 -0.0289948030 -0.7261675380
## [175,] -0.144232062 0.0456836073 -0.0596699756 -0.0655780035
## [176,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [177,] -0.068049790 -0.1942684800 -0.0272419108 -0.1351291366
## [178,] 0.406099541 -0.4753971913 -0.0371755186 0.5622139096
## [179,] 0.166384862 -0.5082344307 0.7724045026 0.5135775273
## [180,] -0.081696198 0.0604576383 -0.1107620257 -0.1761989860
## [181,] -0.231471226 -0.0567999369 0.1194088270 0.0446724883
## [182,] -0.529282173 0.4466716440 0.0369848158 0.5912345847
## [183,] 0.303923258 0.1826415022 0.1305810765 0.3677436161
## [184,] 0.334457331 0.0040157220 -0.1466862361 -0.1729189236
## [185,] 0.224528860 0.6034496453 0.6087175757 -0.4006920555
## [186,] -0.459358392 0.5662480878 -0.5419574249 0.6952953020
## [187,] 0.110131440 -0.0243904258 0.0961369176 0.0350619037
## [188,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [189,] -0.055749335 0.0831718550 -0.0194844162 0.0416232800
## [190,] -0.095022399 -0.0240125173 -0.0063444072 -0.0592129424
## [191,] 0.272266521 0.5674465077 0.9762867293 -0.7897342744
## [192,] 0.164220993 -0.1886620492 0.1447826920 -0.0946864572
## [193,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [194,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [195,] -0.250404665 0.1684587430 0.3493322579 0.0936679709
## [196,] 0.401972136 -0.9111915476 -0.6588834949 0.7822885248
## [197,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [198,] 0.081313250 -0.0491149789 0.0698191540 -0.0434645550
## [199,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [200,] 1.410801234 0.0134577469 -0.9695820169 -1.6788615477
## [201,] -0.267636857 0.4886388060 -0.1513958988 -1.8503762478
## [202,] -0.144232062 0.0456836073 -0.0596699756 -0.0655780035
## [203,] -0.144232062 0.0456836073 -0.0596699756 -0.0655780035
## [204,] 0.003790008 -0.0177405635 0.0502829212 -0.0859748905
## [205,] 1.131976030 0.7988671469 0.3273878739 -1.1628963641
## [206,] -0.924369149 -0.2978832585 0.3935498640 -0.0348786720
## [207,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [208,] 0.600830494 0.3389269276 -0.0277806324 -0.1161655882
## [209,] 0.076615961 -1.2348025315 -0.1482679244 -0.2994401129
## [210,] 0.355466347 -0.4491585890 1.2188530905 0.3216883365
## [211,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [212,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [213,] 0.974026348 -0.5298603729 0.4225269539 -0.2704195605
## [214,] 0.125765623 -0.2951046878 -0.1087538085 -0.3466853731
## [215,] -0.123871376 -0.0174556816 -0.0870322702 0.1467800508
## [216,] -0.870630626 0.7553684913 -0.3963977612 0.2008157951
## [217,] -0.437209445 0.0243920501 0.3991851483 -0.2576196020
## [218,] -0.296568434 0.9389286852 0.1702615946 0.2615853517
## [219,] -0.090277944 0.0594572667 -0.9170872049 0.0073507358
## [220,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [221,] 0.596346364 -0.1976990188 -0.6147899333 0.4866022029
## [222,] -1.596523395 0.1523272078 0.5318769539 -2.3840632787
## [223,] -0.144232062 0.0456836073 -0.0596699756 -0.0655780035
## [224,] -0.631367080 0.4349063116 -0.0106570316 0.1401385020
## [225,] 0.450956494 0.1322164402 0.4077417031 -0.7661688735
## [226,] 1.328299929 -0.2488751352 -0.2427928991 0.0481693460
## [227,] -0.482883117 0.6302876999 1.0270046683 0.4077494117
## [228,] -0.196871705 0.1250056285 1.2825687038 0.0669384632
## [229,] 0.136929992 -0.5483666426 -0.0955227317 -0.2100583015
## [230,] -0.281802563 -0.7864733914 -0.0777680589 1.7030821011
## [231,] 0.730886999 0.2209634087 0.1521949329 0.5297552117
## [232,] 0.029968055 1.4914730707 0.3954021681 -0.1945185926
## [233,] 0.141002587 -0.2504761516 -0.0631030944 0.7119025899
## [234,] -0.081726971 0.3179739484 0.1174341320 0.1023568442
## [235,] -0.294943371 0.2606717792 0.0472203615 -0.1538709970
## [236,] -0.004172956 0.0290832229 -0.0912257930 -0.1336886505
## [237,] -0.183982850 -0.2706700072 0.2821088791 0.2235150720
## [238,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [239,] 0.078697366 0.0038268267 0.0374662880 0.2833945732
## [240,] 0.214751571 0.4000127239 0.3234670054 -0.1262033700
## [241,] -0.541872359 1.2650137241 0.0198071156 0.1447967070
## [242,] -0.084525320 -0.4456375712 0.0890143703 -0.2533468032
## [243,] 0.329616902 0.0740824960 -0.0205673599 0.2239078190
## [244,] -0.427408701 0.0868918760 -0.2797164995 0.8549058867
## [245,] -0.342837405 -0.7234624395 -0.5650197276 -1.3365203626
## [246,] -1.237569544 -0.5724973444 -0.2527346852 0.1972712301
## [247,] -0.467093082 1.0636012555 -0.3154509002 0.5284402964
## [248,] -0.130755781 -0.6475521885 0.2077079047 0.3884937311
## [249,] -0.065604878 0.0371191553 0.0483521250 0.0576354068
## [250,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [251,] -0.055749335 0.0831718550 -0.0194844162 0.0416232800
## [252,] 0.672450584 0.1468164976 0.9879831211 0.2253942346
## [253,] -0.869165739 -0.7014533011 -0.7924516729 0.6208360437
## [254,] 0.647600565 -1.1816310890 -1.1152672537 -0.7324785663
## [255,] 0.603684596 -0.0594787838 -0.3209129673 -0.6080944989
## [256,] 0.611861389 0.2601456810 -0.5339745505 -0.2082406475
## [257,] -0.923540989 1.0004914244 -1.1331005626 0.0449336804
## [258,] 0.122918652 0.1350627051 -0.0638484908 -0.0508789569
## [259,] -0.343870610 0.1289287278 0.6687130833 0.7329111469
## [260,] -0.444057693 -0.1060977968 -0.0994290093 -0.1876813940
## [261,] -0.947055592 -1.4115690455 -1.1844160443 0.7835202900
## [262,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [263,] 0.707044037 0.1931835048 -0.3190382979 0.0558171887
## [264,] 0.081313250 -0.0491149789 0.0698191540 -0.0434645550
## [265,] -0.444057693 -0.1060977968 -0.0994290093 -0.1876813940
## [266,] -0.109966811 0.2367517552 -0.6574433367 0.2382844240
## [267,] -0.059694789 0.0838640279 -0.0092775989 0.0864625177
## [268,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [269,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [270,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [271,] -1.155402606 1.0455564719 -0.3876376054 -0.1824594435
## [272,] -0.055749335 0.0831718550 -0.0194844162 0.0416232800
## [273,] -0.061335511 -0.0026816505 -0.1381243203 0.0361590682
## [274,] 0.412608691 -0.9043935319 0.0957977317 0.2125841165
## [275,] -0.142980954 0.1343619050 0.5220449233 1.0899577685
## [276,] 0.465876726 0.3129376265 -0.2750430038 0.6842625813
## [277,] -1.315532397 -1.2912896765 -0.2503284610 -0.2652328950
## [278,] 0.137331376 0.4540897735 0.3021783755 0.9441049133
## [279,] -0.117766136 -0.0190926258 -0.1248637604 0.0022272891
## [280,] 0.071833352 -0.8100958995 0.5047160505 -0.1134485604
## [281,] 0.768442690 0.7465496618 0.6712665512 0.5671042202
## [282,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [283,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [284,] 0.004933026 0.1483576966 -0.1953203530 0.4770213038
## [285,] 0.280408006 0.5736884529 0.2563946398 -0.2594911672
## [286,] -0.724318586 -0.3700546598 0.7408551709 -0.0741383461
## [287,] 0.305329679 0.2229637227 0.2877631697 -0.1625450847
## [288,] -0.223983434 -0.3948063192 -0.5170339225 0.2737540381
## [289,] -0.176095555 -0.3894518414 1.0389221141 -0.7630109601
## [290,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [291,] 1.154102815 1.4207553014 2.3423097609 0.4424932620
## [292,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [293,] 0.213748529 0.1843588528 -0.7619261248 -0.7615282199
## [294,] 1.035383107 -0.4625295365 -0.3983054620 0.5618831292
## [295,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [296,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [297,] 1.875206320 -0.4922243674 -1.4481124251 1.0485037082
## [298,] -0.173023364 -0.2018073441 0.3027582058 0.2882060199
## [299,] -0.066189757 -0.0731812579 -0.1966051372 -0.1730846413
## [300,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [301,] -0.167509063 0.6437552529 -1.1253280276 -0.4673429223
## [302,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [303,] -0.115413873 0.0704081604 -0.0333522120 0.0129484553
## [304,] -0.614541492 0.5112503343 0.5376644461 0.6177244028
## [305,] 1.255030149 0.1280262900 -0.4552153947 0.2395476805
## [306,] 0.117040052 0.0698507725 0.1547378831 -0.0153926450
## [307,] -0.066116544 0.4760374441 0.5280107326 -0.2419519611
## [308,] 0.745054239 1.3206031799 -0.3214548090 -0.8062777295
## [309,] -0.055749335 0.0831718550 -0.0194844162 0.0416232800
## [310,] 0.319858221 0.0649824902 0.8999903054 0.7440356307
## [311,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [312,] 0.100700420 0.4260908061 -0.0394143704 0.6259368077
## [313,] 0.137552927 -0.1602405246 0.1314674796 0.4662613020
## [314,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [315,] 0.244209653 -0.2279161544 0.2120213092 -0.8114081874
## [316,] 0.311983718 0.0319562415 0.8313804226 0.3396476985
## [317,] 0.284006282 0.0517461580 0.2569392145 0.2664648546
## [318,] 0.327017709 -0.1259919866 0.0809789840 0.0409069653
## [319,] 0.455204697 0.0503628776 0.0111750492 0.4807122203
## [320,] 0.042900379 -0.1575681840 0.8162813561 1.0117772053
## [321,] 0.051585155 0.1352639061 -0.0464870605 -0.2712835449
## [322,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [323,] -0.437058755 0.0916215972 0.2850448175 -0.0862333562
## [324,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [325,] -0.115413873 0.0704081604 -0.0333522120 0.0129484553
## [326,] -1.088529641 0.5490584164 0.7367699611 -0.0584770014
## [327,] 0.162650244 -0.6898576912 -0.0401526081 -0.5101455017
## [328,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [329,] -0.014028499 -0.0169694768 -0.0233892518 -0.1176765237
## [330,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [331,] -0.881239536 1.0988972949 -1.5454922669 0.0676452424
## [332,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [333,] 0.051091726 0.0642728121 -0.0871876579 0.5302599100
## [334,] -0.432637306 0.2119993017 0.0101890059 0.2252578322
## [335,] 0.135039361 0.5891548662 0.1679144853 0.4481479595
## [336,] -0.049186303 -0.4244042160 0.4445459325 -0.8142979316
## [337,] -0.090213087 0.0509578302 0.2238967055 -0.1804363697
## [338,] -0.004172956 0.0290832229 -0.0912257930 -0.1336886505
## [339,] -0.319969618 0.4483798460 0.8949804239 -0.7171134088
## [340,] 1.048155099 0.6782861632 -0.1457388111 0.3979560483
## [341,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [342,] -0.160984654 -0.1255848251 -0.1015169342 -0.0537696955
## [343,] -0.263631560 -0.2130549297 -0.5587121274 -0.4735796061
## [344,] -0.886753201 0.9724463498 -0.6367544820 0.5307691774
## [345,] -1.468531257 -0.5033745414 0.8115539054 -0.4560819719
## [346,] -0.462695842 0.0835602584 -0.1559276744 -1.4641131942
## [347,] 0.557397096 0.0899756127 -0.1427584342 0.5607269114
## [348,] 1.107001654 0.0668951122 -0.5358497807 0.3706580462
## [349,] 0.536901442 0.0237310991 -0.2094726172 0.1664669968
## [350,] 0.241100331 0.3393293776 -0.1156079837 -0.0733867301
## [351,] -0.004172956 0.0290832229 -0.0912257930 -0.1336886505
## [352,] 0.024645234 0.0538077760 -0.0649080294 -0.0551621917
## [353,] -0.629985201 -0.8059430115 0.0455550754 -0.3479709558
## [354,] 0.550036635 -1.0912926935 -0.2538704437 0.4897651351
## [355,] 0.117251049 -0.1325797156 -0.0538090993 -0.2186117776
## [356,] 0.078401541 -0.0304280474 -0.1148641096 -0.1986077812
## [357,] 0.115978039 -0.2092014079 -0.1514237366 -0.0382342044
## [358,] 0.117251049 -0.1325797156 -0.0538090993 -0.2186117776
## [359,] 0.132626318 0.0159953017 -0.0032562062 0.1885718956
## [360,] 0.052968885 -0.0561552992 0.0492383903 0.2049096225
## [361,] 0.171899382 0.1231796740 -0.0163962152 0.2894081180
## [362,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [363,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [364,] -0.115413873 0.0704081604 -0.0333522120 0.0129484553
## [365,] -0.038803847 -0.1579475232 -0.0396934052 -0.0041553753
## [366,] 0.193423175 -0.2039456095 -0.0508791769 -0.1029830214
## [367,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [368,] 0.649338967 -0.2891600876 -0.9130819314 0.5611029115
## [369,] 0.289323923 0.1579251583 -0.1044462846 0.4872735965
## [370,] -0.014028499 -0.0169694768 -0.0233892518 -0.1176765237
## [371,] -0.014028499 -0.0169694768 -0.0233892518 -0.1176765237
## [372,] -0.353371846 -0.3042595696 -0.3529286119 0.2344631448
## [373,] -0.257085902 0.5748853291 -0.2034178655 0.2922296985
## [374,] 0.201317829 -0.4069127697 -0.2067588014 -0.3119791728
## [375,] 0.020699780 0.0544999489 -0.0547012121 -0.0103229540
## [376,] 0.069897667 -0.0659806077 -0.0108077117 0.1189901014
## [377,] -0.095053186 0.0072688716 -0.0607145066 0.2253065095
## [378,] 0.610456473 -0.4755540966 -0.8145633688 0.2704930540
## [379,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [380,] -0.154087606 -0.0003690924 0.0081665656 -0.0495658766
## [381,] 0.363275521 0.0287402751 -0.1203684725 -0.0943924648
## [382,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [383,] -0.055749335 0.0831718550 -0.0194844162 0.0416232800
## [384,] -0.104877942 -0.0700652170 0.0614921339 -0.0432008156
## [385,] 0.176474140 0.1991313189 -0.0080004309 0.2266939573
## [386,] 0.324601788 -0.0420369777 -0.0788496949 -0.1569067968
## [387,] -1.508809239 1.3868150117 -0.7104294057 0.8895791640
## [388,] -0.065604878 0.0371191553 0.0483521250 0.0576354068
## [389,] 0.378133564 -0.2234343093 -0.0018454026 -0.2853779832
## [390,] -0.197153871 -0.3564264045 0.0801977197 -0.0649387057
## [391,] -0.034829872 0.2056169118 0.0991100303 -0.0534952640
## [392,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [393,] 0.339977057 0.1065380397 -0.0282968019 0.2502768765
## [394,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [395,] 0.266228399 -0.0008993813 -0.1632786442 0.2535452066
## [396,] 0.171899382 0.1231796740 -0.0163962152 0.2894081180
## [397,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [398,] 0.020380672 -1.2089989703 -0.6697127613 -0.5477602883
## [399,] 0.280143777 -0.0338317130 0.0465895913 0.1257938242
## [400,] -0.317437228 -0.3874671107 -0.0471584880 -0.2863495591
## [401,] 0.506336595 -0.2663719995 -1.0724682855 -0.8345146164
## [402,] -0.512249152 -0.2440882673 0.3891103254 -0.1027317770
## [403,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [404,] 0.726637638 0.0334679958 0.0105627769 0.6435686914
## [405,] 0.243907086 -0.0596355719 0.1550119516 -0.2188851511
## [406,] 0.354040101 0.3852405207 -0.1891959241 -0.1666622271
## [407,] 0.374618884 0.1030590750 -0.1850768119 0.5173620921
## [408,] -0.105569975 -0.0106880068 -0.1023042870 -0.1048291204
## [409,] 0.303946853 -0.1252266336 0.0146250200 -0.1764943328
## [410,] -0.065604878 0.0371191553 0.0483521250 0.0576354068
## [411,] 0.025251800 0.0321332887 -0.3435570397 0.0699202466
## [412,] 0.153183204 -0.1450044205 0.4573855874 0.1664596530
## [413,] -0.046039585 -0.6318184593 0.5494109840 0.6166015398
## [414,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [415,] 0.024645234 0.0538077760 -0.0649080294 -0.0551621917
## [416,] 0.032350627 -0.0584817579 -0.0200795845 -0.0085856219
## [417,] -0.091930640 -0.1424057632 0.2059135352 -0.0499904351
## [418,] 0.106185986 -0.0236982529 0.1063437348 0.0799011415
## [419,] 0.178905594 0.2890706679 0.0863229771 0.1356148255
## [420,] -0.524972536 0.3601895180 1.3326056213 -0.6913670380
## [421,] 0.251662973 -0.7248269320 -0.4964367968 0.4707411920
## [422,] 0.365796486 0.2189918716 -0.1028098475 0.1077606526
## [423,] -0.104877942 -0.0700652170 0.0614921339 -0.0432008156
## [424,] -0.072733323 -0.0247759160 0.0662212467 -0.4077409935
## [425,] 0.071457707 -0.0951676786 0.1376556952 -0.0274524282
## [426,] 0.405336040 -0.8796283801 0.0919543079 0.0751723340
## [427,] 0.428997723 -0.5224343048 0.1961946696 0.0297149173
## [428,] -0.072956195 0.1644991541 -0.0937385513 -0.4463044084
## [429,] -0.022017693 0.0529631712 0.0422484597 0.1499558684
## [430,] 0.114917340 -0.4283820876 -0.2894328456 -0.0912525167
## [431,] -0.014028499 -0.0169694768 -0.0233892518 -0.1176765237
## [432,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [433,] 0.071457707 -0.0951676786 0.1376556952 -0.0274524282
## [434,] -0.154087606 -0.0003690924 0.0081665656 -0.0495658766
## [435,] 0.987077410 0.2638344823 0.4335970933 -0.9985522594
## [436,] -0.305398245 0.1782119600 0.0866781340 -0.1761807606
## [437,] 0.071457707 -0.0951676786 0.1376556952 -0.0274524282
## [438,] -0.227275672 0.1832446641 0.1345931354 -0.0953485347
## [439,] -0.954604985 -0.1133443075 0.0903263869 -0.4957821102
## [440,] -0.030676778 -0.2421661864 -0.1715567822 -0.3444826236
## [441,] 0.229624839 0.7757736929 -0.7132117896 0.3395019567
## [442,] 0.058965456 -0.2294052100 0.2442438179 -0.0863327676
## [443,] 0.887812957 -0.4982634100 -0.6337259571 -1.5474242171
## [444,] 0.270288234 -0.0798844126 0.1144261325 0.1418059511
## [445,] 0.265273120 -0.1960038864 0.0561437975 -0.2390086647
## [446,] -0.090213087 0.0509578302 0.2238967055 -0.1804363697
## [447,] -0.197416078 -0.1167007546 0.3608591393 -0.0238034346
## [448,] -0.239576127 -0.0941956709 0.1268356407 -0.2721009512
## [449,] -0.108823396 -0.0693730441 0.0716989512 0.0016384222
## [450,] -0.104877942 -0.0700652170 0.0614921339 -0.0432008156
## [451,] -0.985910081 -0.0708543251 0.3318145862 -0.9664233588
## [452,] -1.320722735 -0.2629793964 -0.0313975454 0.8454806407
## [453,] -0.243130472 -0.8854711861 0.5867657501 -0.1867709516
## [454,] -0.104877942 -0.0700652170 0.0614921339 -0.0432008156
## [455,] 0.160939896 0.0543170109 -0.0370455419 0.2247171700
## [456,] -0.104454387 0.1392708235 -0.0127028853 0.0776394032
## [457,] -0.239576127 -0.0941956709 0.1268356407 -0.2721009512
## [458,] -0.155428575 -0.2089467642 0.0210583976 -0.1616273452
## [459,] -0.104877942 -0.0700652170 0.0614921339 -0.0432008156
## [460,] 0.071457707 -0.0951676786 0.1376556952 -0.0274524282
## [461,] -0.065604878 0.0371191553 0.0483521250 0.0576354068
## [462,] 0.093952585 -0.0547819511 0.0382625713 0.1260575637
## [463,] -0.104877942 -0.0700652170 0.0614921339 -0.0432008156
## [464,] 0.278808446 -0.0046249407 0.1126150996 0.0342525527
## [465,] 0.479400672 -0.7120729729 -0.7825371206 -0.1589530114
## [466,] -0.006065535 -0.0637932632 0.1181194624 -0.0699627637
## [467,] 0.427382688 -0.3176391587 0.1729192480 -0.0182996015
## [468,] -0.019685500 0.3300594683 0.1183947114 0.3869297771
## [469,] -0.471486580 -0.2325903515 1.0138437671 -0.2348073273
## [470,] 0.270288234 -0.0798844126 0.1144261325 0.1418059511
## [471,] -0.150479436 0.1958735695 -0.1132747841 -0.4888147439
## [472,] -0.104454387 0.1392708235 -0.0127028853 0.0776394032
## [473,] 1.223994813 -0.2468738134 -1.0610573091 -0.6008258646
## [474,] 0.120435606 0.3367613912 -0.6454552416 -0.2682071903
## [475,] -0.054505840 -0.7070272412 0.2544749940 -0.0422479923
## [476,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [477,] 0.405467001 -0.4735108840 -0.5340121395 -0.8267532411
## [478,] -0.143727451 0.0320864512 0.0004371236 -0.0231968191
## [479,] 1.013189009 -0.1407077366 -0.6587543215 -0.9272087256
## [480,] 0.255924515 -0.4852275613 0.2965662107 0.3248092523
## [481,] -0.104454387 0.1392708235 -0.0127028853 0.0776394032
## [482,] -0.154087606 -0.0003690924 0.0081665656 -0.0495658766
## [483,] 0.102472797 0.0204775209 0.0364515383 0.0185041653
## [484,] -0.066204209 0.0007120358 0.0199733564 0.0193135164
## [485,] -0.066204209 0.0007120358 0.0199733564 0.0193135164
## [486,] -0.068049790 -0.1942684800 -0.0272419108 -0.1351291366
## [487,] -0.066204209 0.0007120358 0.0199733564 0.0193135164
## [488,] -0.123366765 -0.0310528376 -0.0269251710 0.1891612351
## [489,] -0.095022399 -0.0240125173 -0.0063444072 -0.0592129424
## [490,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [491,] 0.008581833 -0.0610885205 0.0318817025 -0.0512482436
## [492,] -0.408472795 0.2238768296 0.6467558846 -0.1917568603
## [493,] -0.208113357 -0.4252890676 0.0595483930 -0.1296296536
## [494,] 0.071457707 -0.0951676786 0.1376556952 -0.0274524282
## [495,] -0.014028499 -0.0169694768 -0.0233892518 -0.1176765237
## [496,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [497,] 0.110131440 -0.0243904258 0.0961369176 0.0350619037
## [498,] 0.071457707 -0.0951676786 0.1376556952 -0.0274524282
## [499,] -0.104454387 0.1392708235 -0.0127028853 0.0776394032
## [500,] 0.598155991 -0.6346560991 -0.3210360105 0.0476375065
## [501,] -0.379269469 0.3162792061 0.0799559546 -0.0692976371
## [502,] -0.154087606 -0.0003690924 0.0081665656 -0.0495658766
## [503,] -0.115413873 0.0704081604 -0.0333522120 0.0129484553
## [504,] 0.076063094 0.0206375478 -0.0217759650 0.3967415048
## [505,] -0.724437107 -0.4286936705 0.2700368468 0.3040475581
## [506,] -0.167399355 -0.1587325417 -0.1039943095 -0.1249779907
## [507,] -0.195712933 -0.1970542508 -0.0702049739 -0.1611232651
## [508,] -0.675406527 0.0236086422 0.6703576371 -0.0346328091
## [509,] -0.279586899 0.2272449898 -0.3605475968 1.3417645800
## [510,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [511,] -0.122767433 0.0053542819 0.0014535977 0.2274831255
## [512,] -0.104877942 -0.0700652170 0.0614921339 -0.0432008156
## [513,] -0.095022399 -0.0240125173 -0.0063444072 -0.0592129424
## [514,] 0.058747525 -0.3729222608 -0.0878157947 -0.1608255275
## [515,] -0.143727451 0.0320864512 0.0004371236 -0.0231968191
## [516,] 0.634342356 0.5865771422 -0.7921543269 0.1080381226
## [517,] 0.339977057 0.1065380397 -0.0282968019 0.2502768765
## [518,] -0.144232062 0.0456836073 -0.0596699756 -0.0655780035
## [519,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [520,] 0.024645234 0.0538077760 -0.0649080294 -0.0551621917
## [521,] 0.069944037 -0.1182918894 -0.1685441679 -0.0647761858
## [522,] 0.081313250 -0.0491149789 0.0698191540 -0.0434645550
## [523,] 0.280143777 -0.0338317130 0.0465895913 0.1257938242
## [524,] -0.066204209 0.0007120358 0.0199733564 0.0193135164
## [525,] -0.039231601 -0.1695439268 -0.0009241472 -0.0566026778
## [526,] 0.164678111 0.0603162533 0.1106825790 0.1920733133
## [527,] -0.065604878 0.0371191553 0.0483521250 0.0576354068
## [528,] 0.145644418 -0.1933753544 0.1211852726 -0.1363360786
## [529,] -0.066204209 0.0007120358 0.0199733564 0.0193135164
## [530,] 0.161298092 -0.0787933052 -0.1933184544 -0.0968707095
## [531,] 0.110131440 -0.0243904258 0.0961369176 0.0350619037
## [532,] 0.125488588 -0.5339500059 0.1421968971 -0.2131850370
## [533,] -0.091551741 0.0144049386 -0.0429254846 -0.1601868592
## [534,] -0.143128120 0.0684935707 0.0288158923 0.0151250713
## [535,] 0.824761302 -0.3645683676 -0.2636949741 0.6133705944
## [536,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [537,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [538,] 0.252234618 0.2486254005 0.3168221185 0.7602765740
## [539,] 0.400156854 -0.0779220649 0.5832846473 0.2674751747
## [540,] -0.065604878 0.0371191553 0.0483521250 0.0576354068
## [541,] 0.022936378 0.0279344521 0.3047075677 0.4024403146
## [542,] 0.381626909 0.0810451201 -0.0185680008 0.3933626471
## [543,] -0.090213087 0.0509578302 0.2238967055 -0.1804363697
## [544,] 0.024645234 0.0538077760 -0.0649080294 -0.0551621917
## [545,] 0.110131440 -0.0243904258 0.0961369176 0.0350619037
## [546,] 0.081313250 -0.0491149789 0.0698191540 -0.0434645550
## [547,] 0.081313250 -0.0491149789 0.0698191540 -0.0434645550
## [548,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [549,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [550,] -0.098967853 -0.0233203444 0.0038624100 -0.0143737047
## [551,] 0.666897654 -0.6736177219 0.7225865672 -0.1266611771
## [552,] 0.143081192 0.0984551209 -0.0427139788 0.2108816592
## [553,] 0.099074754 0.0508291889 -0.1877090036 -0.2669514094
## [554,] 0.777732396 0.5967130974 -0.3005316690 -0.7945347093
## [555,] -0.291130567 -0.7295112677 0.1613274719 0.1610038879
## [556,] 0.001894376 -0.5073153475 -0.0556478487 -0.1799364106
## [557,] -0.354102139 0.2507796156 -0.2129877306 -0.0971865200
## [558,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [559,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [560,] -1.246177199 0.0637983833 0.3272768496 -0.6275784878
## [561,] 0.280143777 -0.0338317130 0.0465895913 0.1257938242
## [562,] 0.110131440 -0.0243904258 0.0961369176 0.0350619037
## [563,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [564,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [565,] -0.066708821 0.0143091919 -0.0401337428 -0.0230676680
## [566,] 0.308961967 -0.0091071598 0.0729073550 0.2043202830
## [567,] 0.629193020 -0.2671872355 -0.1113732406 -0.6487325766
## [568,] -0.294108826 -0.6900993346 0.6056972697 -0.7893213002
## [569,] -0.065604878 0.0371191553 0.0483521250 0.0576354068
## [570,] 0.076243607 -0.4991593404 -0.2479140681 -0.1537668486
## [571,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [572,] 0.453085546 -0.3027488799 0.1914614892 -0.6679110700
## [573,] 0.106185986 -0.0236982529 0.1063437348 0.0799011415
## [574,] 0.876187888 0.0448004256 -0.8874138921 -0.4101893694
## [575,] 0.071457707 -0.0951676786 0.1376556952 -0.0274524282
## [576,] -0.424669334 -1.2259891048 0.4279034141 -0.2127133006
## [577,] -0.084883958 -0.7773026211 -0.3741806727 -0.2173586533
## [578,] -0.238505407 -0.1934709343 0.4072411314 -0.1919166179
## [579,] 0.270288234 -0.0798844126 0.1144261325 0.1418059511
## [580,] -0.016591879 -0.4431052046 0.1748180217 0.3330179765
## [581,] 0.110131440 -0.0243904258 0.0961369176 0.0350619037
## [582,] 0.132626318 0.0159953017 -0.0032562062 0.1885718956
## [583,] 0.275128663 -0.1499511867 -0.0116927437 -0.2550207915
## [584,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [585,] 0.246836059 0.2102349859 -0.0507955952 -0.0605114225
## [586,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [587,] -0.115413873 0.0704081604 -0.0333522120 0.0129484553
## [588,] -0.066204209 0.0007120358 0.0199733564 0.0193135164
## [589,] 0.670916454 -0.0359962735 1.1021231379 0.4011780713
## [590,] 1.176926027 -0.1749558148 0.3164761839 0.2236008283
## [591,] -0.646662566 0.6279550193 0.0115804964 0.1931338695
## [592,] -0.162040498 -0.1018300904 0.0145936066 0.1266469032
## [593,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [594,] 0.157289206 -0.4768438528 -0.2732810413 0.1362916265
## [595,] 0.071457707 -0.0951676786 0.1376556952 -0.0274524282
## [596,] 0.472874589 -0.3193034777 -0.1051989438 -0.0643993325
## [597,] 0.999281788 -0.0461107582 -0.2757023496 -0.3012469945
## [598,] 0.568016269 0.0694359774 0.2792293624 -0.2340408086
## [599,] 0.098831946 -0.0443998998 -0.0813784519 -0.1640458421
## [600,] -0.052878008 0.0851821914 -0.0844442621 -0.0976725273
## [601,] 0.127611204 -0.1001241720 -0.0615385413 -0.1922427202
## [602,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [603,] -0.066204209 0.0007120358 0.0199733564 0.0193135164
## [604,] 0.110131440 -0.0243904258 0.0961369176 0.0350619037
## [605,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [606,] 0.130384246 -0.4169361337 -0.2773936157 -0.8081533001
## [607,] 0.204043202 0.4570230335 -0.3013699949 0.2893068325
## [608,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [609,] -0.024554357 -0.0247808838 0.0297021575 0.1623992869
## [610,] -0.094173449 -0.5842516461 -0.1330112858 -0.3944173918
## [611,] -2.014973133 0.8774292705 -0.2842614195 -0.5634267115
## [612,] -0.145839699 -0.1707893867 0.2891177625 -0.1991153651
## [613,] -0.014028499 -0.0169694768 -0.0233892518 -0.1176765237
## [614,] -0.104877942 -0.0700652170 0.0614921339 -0.0432008156
## [615,] 0.323260819 -0.2506146495 -0.0659578629 -0.2689682654
## [616,] 0.110131440 -0.0243904258 0.0961369176 0.0350619037
## [617,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [618,] 0.603964988 0.0623050320 0.5531299852 -0.3720672107
## [619,] -0.065604878 0.0371191553 0.0483521250 0.0576354068
## [620,] -0.020054023 0.2206046664 -0.0955223370 0.0053817672
## [621,] -0.384951424 -0.2480846342 0.4618288244 -0.4688588353
## [622,] 0.079573262 0.5055724727 -0.0481550295 0.0327923257
## [623,] -0.104877942 -0.0700652170 0.0614921339 -0.0432008156
## [624,] -0.090213087 0.0509578302 0.2238967055 -0.1804363697
## [625,] -0.266548736 0.0760602918 0.1477331443 -0.1961847570
## [626,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [627,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [628,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [629,] -0.014028499 -0.0169694768 -0.0233892518 -0.1176765237
## [630,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [631,] 0.329616902 0.0740824960 -0.0205673599 0.2239078190
## [632,] -0.238235158 0.1143820010 0.1139438087 -0.1600394826
## [633,] 0.369679177 0.0697053691 0.1422900403 0.5767866570
## [634,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [635,] -0.345151417 -0.5151803117 -0.0983979155 -0.0130134366
## [636,] 0.007789314 0.2757019917 0.0473844356 -0.0358201698
## [637,] 0.106185986 -0.0236982529 0.1063437348 0.0799011415
## [638,] -0.066204209 0.0007120358 0.0199733564 0.0193135164
## [639,] -0.055749335 0.0831718550 -0.0194844162 0.0416232800
## [640,] -0.026931145 0.1078964081 0.0068333475 0.1201497387
## [641,] 0.110131440 -0.0243904258 0.0961369176 0.0350619037
## [642,] -0.490163786 -0.6804785660 0.5594608488 -0.2324187003
## [643,] -0.194020539 -0.5159915095 -0.9208439035 0.5829939323
## [644,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [645,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [646,] -0.095022399 -0.0240125173 -0.0063444072 -0.0592129424
## [647,] 0.155924782 -0.0618024628 -0.0953278769 -0.1560974457
## [648,] 0.155924782 -0.0618024628 -0.0953278769 -0.1560974457
## [649,] -0.188601939 0.2540219169 0.0930743578 -0.0328342027
## [650,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [651,] 0.666180877 -0.0979835558 0.0536468395 0.4577301710
## [652,] -0.055749335 0.0831718550 -0.0194844162 0.0416232800
## [653,] 0.063049551 0.2156964798 0.3336357956 -0.4947347690
## [654,] 0.202219218 0.1043490141 1.0627011283 -0.4510901215
## [655,] 0.336233064 0.5878631724 0.8243433256 0.1037068561
## [656,] 0.094438849 0.1419497195 -0.0914235391 0.2731759796
## [657,] -0.004172956 0.0290832229 -0.0912257930 -0.1336886505
## [658,] 0.253639955 -0.3050811223 -0.0337413978 -0.0850001489
## [659,] -0.037890631 0.0390337450 -0.0138159792 0.0554587908
## [660,] -0.059327087 0.1134202941 -0.0823823281 -0.0954544552
## [661,] 0.160939896 0.0543170109 -0.0370455419 0.2247171700
## [662,] 0.071457707 -0.0951676786 0.1376556952 -0.0274524282
## [663,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [664,] -0.014028499 -0.0169694768 -0.0233892518 -0.1176765237
## [665,] 0.117332235 -0.7016895645 0.2716584840 -0.1609000226
## [666,] -0.104220255 -1.1148788130 -0.1516786535 0.2509384189
## [667,] 0.077367796 -0.0484228060 0.0800259712 0.0013746827
## [668,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [669,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [670,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [671,] -0.076564364 -0.0317435078 0.0277027983 -0.0070555411
## [672,] -0.305480846 0.3202648022 0.0088557878 0.3949734476
## [673,] -0.104877942 -0.0700652170 0.0614921339 -0.0432008156
## [674,] -0.597089752 0.2562081676 -0.5677921427 0.2988248151
## [675,] -0.238235158 0.1143820010 0.1139438087 -0.1600394826
## [676,] -0.030785964 -0.3706141429 1.4376873786 -0.1111169726
## [677,] -0.065604878 0.0371191553 0.0483521250 0.0576354068
## [678,] 0.218773314 0.0310194004 0.0179931774 0.2045212590
## [679,] -0.101893198 -0.0051631995 -0.0687993215 0.0967243667
## [680,] -0.014028499 -0.0169694768 -0.0233892518 -0.1176765237
## [681,] 0.747839423 0.2167064085 0.3355710551 -0.8826284897
## [682,] 0.090629136 -1.8753502109 0.2180475440 -0.1324892066
## [683,] -0.116657891 -1.6008483031 0.6481171382 -0.0154397050
## [,14] [,15] [,16] [,17] [,18]
## [1,] -1.389636e-01 0.146484450 0.152780195 0.194313810 0.0045938050
## [2,] 4.588588e-02 0.183284014 0.110494526 -0.539450983 0.3473595954
## [3,] -8.891983e-02 0.037449764 -0.154037553 0.044754210 0.2902846840
## [4,] 4.807221e-02 0.536178956 -0.074295799 0.012890010 -0.8885848353
## [5,] -1.235015e-01 0.020277487 0.041921315 -0.424490630 -0.1466515048
## [6,] -1.205792e+00 -0.436982124 0.084167801 -0.231444184 -0.3582352201
## [7,] 9.228478e-02 0.263316491 -0.023152410 0.190120145 0.0883015898
## [8,] -1.452565e-01 -0.289174719 0.056016470 0.174375517 0.0802790351
## [9,] -6.886671e-01 -0.009842556 0.206759837 0.196786331 0.0541596439
## [10,] -1.470249e-01 -0.457157666 0.146343444 -0.220915542 0.0547708350
## [11,] 2.538375e-01 0.278734157 -0.027435750 0.003256980 -0.0347897982
## [12,] 7.354245e-02 -0.014564148 -0.031559937 0.207406520 0.1126730679
## [13,] -4.916818e-01 0.043534421 -0.102599221 -0.972320505 -1.0900903284
## [14,] 9.403964e-02 0.258676023 0.115337240 -0.391297012 -0.1733574426
## [15,] -3.155707e-01 -1.820939818 -1.105185591 0.174042823 -0.4472031596
## [16,] 6.011780e-01 0.931988582 0.515576407 -0.355808780 -0.8966646929
## [17,] -7.610927e-03 -0.046071389 0.099728759 -0.137436567 0.1192117011
## [18,] -2.903096e-02 0.090226960 0.141171352 -0.099988254 0.0790742941
## [19,] -2.793567e-01 -0.380895127 -0.868655142 0.066304481 0.7310071680
## [20,] 1.840689e-01 0.362725921 -0.255886104 -0.158870079 0.1195451495
## [21,] 2.424412e-01 -0.759436535 -0.254145962 -0.005538412 -0.9342486795
## [22,] -3.354510e-01 -0.828701617 -0.028330332 0.270245828 -0.4773089644
## [23,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [24,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [25,] 9.384678e-02 -0.889761689 1.104588464 0.506657643 -0.1166833156
## [26,] 6.315381e-03 -0.374817233 0.101131654 -0.207635602 -0.0799188509
## [27,] -1.175436e-01 0.010186101 0.111337602 0.156865497 0.0447312119
## [28,] 7.354245e-02 -0.014564148 -0.031559937 0.207406520 0.1126730679
## [29,] 1.555524e-01 -0.035564472 -0.304441272 -0.001087270 -0.1125755567
## [30,] 1.457293e-01 0.036269044 0.054516969 -0.124156628 -0.0154779849
## [31,] 5.212242e-02 0.121734200 0.009882656 0.244854833 0.0725356610
## [32,] 6.945418e-01 -0.810021884 -0.458250982 0.304915207 -0.6414630534
## [33,] -3.449412e-02 -0.001891250 -0.079860604 0.362931511 0.1215241080
## [34,] -1.906841e-01 -0.424476421 0.105974775 -0.096081878 0.0561683192
## [35,] 7.354245e-02 -0.014564148 -0.031559937 0.207406520 0.1126730679
## [36,] -5.064628e-01 0.660670792 -0.857941198 0.361419548 -1.0366257980
## [37,] 3.104549e-01 -0.290564601 -0.177546504 -0.322076401 0.0343269461
## [38,] -6.853034e-01 1.671039869 0.865175684 0.841226150 -0.3814731120
## [39,] -1.073164e-01 -1.320487286 -0.275191288 0.128133502 -0.2082300314
## [40,] 4.060311e-01 0.306241657 -1.318583141 -0.876885548 0.9743052287
## [41,] 6.249414e-01 -0.106124994 -0.434603365 0.333597836 -0.0419217260
## [42,] -8.580561e-01 0.100630241 0.665680633 0.331178028 0.5784058039
## [43,] 3.617174e-01 0.201866663 0.061201318 0.386485772 -0.5731552343
## [44,] 2.420261e-01 0.059959446 -0.450664208 0.011291099 0.4073514323
## [45,] 2.116728e-01 -0.399695603 0.435312831 -0.448908643 0.3966020138
## [46,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [47,] -1.235015e-01 0.020277487 0.041921315 -0.424490630 -0.1466515048
## [48,] 8.040325e-01 0.230335759 0.116098633 -1.093754799 0.7887181279
## [49,] -1.437313e+00 -0.105918204 0.380562632 -0.209690420 0.1442294250
## [50,] 3.744800e-02 0.214754427 0.403297444 0.261765509 -1.0223338107
## [51,] 1.117684e-01 0.100062018 -0.534506934 -0.227956234 -0.2979198858
## [52,] -4.524497e-01 -0.017641768 0.985049609 -0.227888127 0.4480603112
## [53,] -6.405663e-01 -0.436119514 -0.087178458 0.498321841 0.0927468708
## [54,] -3.226263e-01 -0.038013460 0.467246713 -0.605076146 -0.6125228384
## [55,] 4.658681e-01 0.041219203 -0.301514821 1.078272622 -0.3888274636
## [56,] 6.364206e-02 -0.393415258 -0.128259667 0.397094934 -0.7772664368
## [57,] -2.213072e-01 -0.432497999 -0.475936236 0.479991182 -0.5066608402
## [58,] -5.559846e-01 -0.429780220 -0.708423753 0.886260121 0.5039843961
## [59,] -6.482053e-01 0.470901415 0.018426020 -0.673513944 0.0333160826
## [60,] 6.202843e-02 0.007318179 -0.318875458 0.097271191 0.3512476846
## [61,] -1.503755e-01 0.835989136 -0.021109378 -0.023929661 0.7939436568
## [62,] 9.303434e-02 0.969209701 -0.696120750 0.335876998 0.3303410470
## [63,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [64,] 3.523912e-01 0.168897154 -0.375289835 0.061609713 0.0839657972
## [65,] -2.903096e-02 0.090226960 0.141171352 -0.099988254 0.0790742941
## [66,] -6.194412e-03 0.819976671 -0.155874529 0.375881281 -0.7311506504
## [67,] -1.497028e+00 0.192369298 -1.182909100 -0.521088330 -0.7231669934
## [68,] 1.157477e-01 0.167075100 0.170287553 0.065192628 0.2911934036
## [69,] -1.050511e-01 -0.169023995 -0.084864086 0.089788650 0.0234323819
## [70,] 2.755159e-01 -0.535371718 0.430462841 -0.404616836 0.8703199374
## [71,] 5.193141e-02 -0.425767797 -0.100465705 0.175016714 0.3161093253
## [72,] 2.027111e-01 0.465140639 -0.199778464 -0.198665541 0.3181540567
## [73,] 3.787412e-01 0.691765823 0.576168698 0.248757892 -0.4382111027
## [74,] -2.128459e-01 -0.241502091 -0.149165947 -0.216793874 0.3592701027
## [75,] 2.032153e-01 0.377778473 0.118343408 -0.012795023 0.0880952526
## [76,] -3.206179e-01 -0.111405909 -0.000262874 0.314939710 0.0478203711
## [77,] -3.548859e-02 0.152509259 0.238732552 -0.481262306 -0.1941830362
## [78,] 1.452255e-01 0.087078803 0.002216614 0.225626195 0.1113560153
## [79,] -1.887044e-02 -0.942465241 0.134356070 0.011169195 -0.0049391683
## [80,] -9.422746e-02 -0.169696840 0.009985499 -0.019359890 0.1682001480
## [81,] -2.783776e-01 -0.264601827 0.199394880 0.110834836 -0.0598470610
## [82,] 3.784567e-02 -0.254591027 -0.116988645 0.063580930 0.3334102766
## [83,] -5.471958e-03 -0.645277432 0.970610603 -0.538065045 -0.4547259418
## [84,] -2.060678e-02 0.583482046 0.707919682 -0.173583494 -0.7970955880
## [85,] -2.886914e-01 0.762499350 0.654914134 0.058489965 -0.7078049151
## [86,] -3.905025e-02 0.260647770 0.538842607 -0.076411396 0.9052380816
## [87,] -2.903096e-02 0.090226960 0.141171352 -0.099988254 0.0790742941
## [88,] 5.860895e-02 -0.036546647 -0.087526646 0.343702873 0.1603444622
## [89,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [90,] -7.308494e-02 -0.086146590 -0.074587531 0.094100960 -0.0631138733
## [91,] -2.903096e-02 0.090226960 0.141171352 -0.099988254 0.0790742941
## [92,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [93,] 5.212242e-02 0.121734200 0.009882656 0.244854833 0.0725356610
## [94,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [95,] -6.237293e-03 -0.087143237 -0.165988429 0.327110040 0.0011342495
## [96,] -1.389636e-01 0.146484450 0.152780195 0.194313810 0.0045938050
## [97,] 1.001581e+00 -0.267797852 0.768630043 2.036825089 -0.2058467931
## [98,] 2.991348e-01 -0.366506946 -0.097886957 0.062514506 -0.9838412871
## [99,] 4.722510e-02 0.017907679 -0.438440176 0.009268474 0.6556763423
## [100,] 4.973805e-01 -0.214412776 0.248600967 0.117006641 0.2896237833
## [101,] -2.264099e-01 -0.320681960 0.187305166 -0.170467571 0.0868176682
## [102,] -1.145347e-01 -0.475792461 -0.015766599 -0.371806729 -0.3722713390
## [103,] 1.488834e-02 -0.151151909 -0.457666271 -0.539852286 0.3257721386
## [104,] 1.219390e+00 0.406278449 1.888893806 -1.310937965 0.0680155608
## [105,] -4.382386e-01 0.202566175 -0.139233860 -0.051296814 -0.3866231139
## [106,] -5.665792e-02 -0.180178067 -0.273386344 0.889688856 -0.7537953395
## [107,] 2.064607e-01 0.249694509 -0.165714810 0.139983430 0.0768460649
## [108,] 8.132034e-01 -0.131183648 0.801638453 -0.216965260 0.2198988776
## [109,] 1.957443e-01 -0.035271077 -1.212142938 0.626375155 0.4933184346
## [110,] -5.520247e-01 0.576920548 0.569224056 -0.071780238 0.0733706338
## [111,] 5.802674e-01 -0.329825970 -0.485603239 0.427998393 -0.1341169224
## [112,] -3.013287e-01 0.560076657 -0.425050963 -0.435903906 -0.0053823708
## [113,] -3.493253e-01 -0.256366220 0.263009150 -0.511744087 -0.2323389499
## [114,] 3.445770e-01 -0.061982008 -0.229761671 -0.144620344 -0.0877596161
## [115,] -1.557572e-01 -0.106160030 -0.177408706 0.185349439 0.6678186236
## [116,] -9.802699e-01 -1.218153220 -0.658893628 -0.406905940 0.4585182645
## [117,] 1.596573e-02 0.051909331 -0.044221713 -0.745059511 -0.2317583686
## [118,] -2.283338e-01 -0.373636513 -0.107422867 -0.038724765 0.2258438180
## [119,] -1.691925e-01 -0.305636760 -0.065721205 0.149408408 0.0858449529
## [120,] -2.426395e-01 -0.406140400 -0.067535070 -0.150558771 0.2966305740
## [121,] 4.968981e-01 -0.028670807 -0.477876018 0.757219382 0.1627363519
## [122,] -1.303846e-01 0.025836064 -0.323410681 1.003106776 -0.3118292494
## [123,] 5.688659e-01 -0.754811634 1.296159910 0.764977200 -0.3122004124
## [124,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [125,] -7.109523e-01 -1.221656075 0.253573546 -0.604366362 0.6433199000
## [126,] -1.472523e-02 0.122730847 0.101283554 0.011845753 0.0082875381
## [127,] -1.846979e-01 0.185123953 0.404600223 0.963791185 0.6931213352
## [128,] 1.963476e-01 0.276816618 0.123735134 0.023332930 0.2197300980
## [129,] -1.050511e-01 -0.169023995 -0.084864086 0.089788650 0.0234323819
## [130,] 5.212242e-02 0.121734200 0.009882656 0.244854833 0.0725356610
## [131,] -2.047060e-01 -0.088458590 0.393980062 0.569882697 -0.3585689832
## [132,] 7.639463e-03 -0.075390012 0.252240272 -0.062220980 0.3105052168
## [133,] 7.837784e-02 0.088075450 0.093617512 -0.007382885 0.0471078924
## [134,] -1.429206e-01 0.218298615 -0.204701371 0.302842964 0.2941864770
## [135,] -7.610927e-03 -0.046071389 0.099728759 -0.137436567 0.1192117011
## [136,] 1.353160e-02 0.037478860 0.015155729 -0.023975718 -0.1121023203
## [137,] -2.049899e-01 -0.456980308 0.145862573 -0.207915884 0.1269550751
## [138,] 1.353160e-02 0.037478860 0.015155729 -0.023975718 -0.1121023203
## [139,] 8.037924e-02 0.036482214 -0.076245169 0.209033363 -0.0478541974
## [140,] 8.842060e-02 -0.193078876 0.014026875 0.097427894 0.0221221200
## [141,] 3.445770e-01 -0.061982008 -0.229761671 -0.144620344 -0.0877596161
## [142,] 7.354245e-02 -0.014564148 -0.031559937 0.207406520 0.1126730679
## [143,] -5.754002e-01 0.729925344 -0.487153653 -0.125204544 -0.1635827610
## [144,] 1.337115e-01 0.108961131 -0.285098907 0.115490866 0.3499306320
## [145,] 6.379323e-01 -0.352605164 0.011498779 -0.112944379 -0.3151565819
## [146,] 1.822015e+00 -0.075326433 1.923960891 -0.552200160 0.8796950985
## [147,] 2.538375e-01 0.278734157 -0.027435750 0.003256980 -0.0347897982
## [148,] 4.728809e-01 0.005114809 0.076741574 0.041459418 -0.9671631603
## [149,] -6.955703e-01 -0.277831437 -0.548595479 -0.393636649 -0.0570876103
## [150,] -2.153750e-02 0.034753386 0.192492525 -0.628917783 -0.2437861387
## [151,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [152,] -9.617223e-01 -0.292703990 0.208180260 0.549011619 0.3171427344
## [153,] -2.005699e-01 -0.729395935 0.029194148 -0.089595558 0.0125530468
## [154,] 5.212242e-02 0.121734200 0.009882656 0.244854833 0.0725356610
## [155,] 9.368077e-01 0.480652876 -1.335807346 0.349888436 -0.1726933875
## [156,] 5.359223e-01 -0.429600011 -0.691811493 1.645125484 0.3734030536
## [157,] -2.808630e-02 0.028404449 0.333570663 -0.136606673 0.3411545659
## [158,] -1.472523e-02 0.122730847 0.101283554 0.011845753 0.0082875381
## [159,] 7.614581e-01 -0.079153805 0.573465397 -1.046030387 -0.1897404608
## [160,] -1.022809e-01 -0.056876633 0.078249556 -0.103698216 0.6231517118
## [161,] -2.092341e-01 0.259974087 0.569007042 0.652798589 -0.5653145348
## [162,] 5.983638e-01 0.227034035 0.111482908 0.115043288 -0.4908465661
## [163,] -1.472523e-02 0.122730847 0.101283554 0.011845753 0.0082875381
## [164,] 1.954778e-01 0.069856720 -0.203306836 0.085512187 -0.1061912097
## [165,] 1.353160e-02 0.037478860 0.015155729 -0.023975718 -0.1121023203
## [166,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [167,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [168,] 9.883069e-01 -0.133232349 0.493511319 -0.970053503 0.0941949708
## [169,] -9.051580e-02 0.759372522 0.278167977 0.306506989 0.8252737016
## [170,] 3.793320e-01 -0.212143820 0.224329626 0.641952967 -0.0315423154
## [171,] 5.212242e-02 0.121734200 0.009882656 0.244854833 0.0725356610
## [172,] 2.623327e-01 -0.293218585 -0.265518095 0.339051955 -0.7112926025
## [173,] -2.903096e-02 0.090226960 0.141171352 -0.099988254 0.0790742941
## [174,] -4.749911e-01 0.092423274 -0.309818895 -0.032067059 -0.5472676387
## [175,] 2.538375e-01 0.278734157 -0.027435750 0.003256980 -0.0347897982
## [176,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [177,] 1.840689e-01 0.362725921 -0.255886104 -0.158870079 0.1195451495
## [178,] -2.745021e-01 -0.028251995 0.970853475 0.321088667 0.2684564104
## [179,] 1.308721e-01 -0.228911404 0.232688105 0.854733337 0.0474549373
## [180,] 1.911570e-01 0.171570746 0.004558664 0.146300767 0.0086327310
## [181,] -1.004344e+00 -0.071178838 0.081204284 0.416829022 0.5430908308
## [182,] 4.887015e-02 -0.558265590 0.037481356 0.657056153 -1.0198023693
## [183,] -7.051531e-01 1.171744828 0.737304109 -0.246544509 0.5401833904
## [184,] -1.211842e-02 -0.361398763 -0.171698761 -0.048744775 -0.0566265643
## [185,] -5.713812e-01 0.337713547 -0.185899535 0.007805603 -0.3697057680
## [186,] 3.633670e-01 -0.009718071 0.325659346 -0.429019071 0.0257557864
## [187,] -1.175436e-01 0.010186101 0.111337602 0.156865497 0.0447312119
## [188,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [189,] -1.472523e-02 0.122730847 0.101283554 0.011845753 0.0082875381
## [190,] -2.903096e-02 0.090226960 0.141171352 -0.099988254 0.0790742941
## [191,] 9.231595e-01 -0.240551140 0.223247969 -0.655225007 1.4971910338
## [192,] 1.662282e-01 0.178389884 0.594890299 0.395965246 -0.0617109196
## [193,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [194,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [195,] 5.977575e-01 -0.274646487 0.018041744 0.594226895 1.6000674849
## [196,] 1.623310e-01 0.595161782 0.548530429 0.382752094 -0.1620728861
## [197,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [198,] -1.389636e-01 0.146484450 0.152780195 0.194313810 0.0045938050
## [199,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [200,] -1.788035e+00 1.110935499 0.875744957 0.438282398 -0.4302564270
## [201,] 6.888735e-01 -1.390410032 -0.237316196 -0.203333454 -0.6773532283
## [202,] 2.538375e-01 0.278734157 -0.027435750 0.003256980 -0.0347897982
## [203,] 2.538375e-01 0.278734157 -0.027435750 0.003256980 -0.0347897982
## [204,] 7.090922e-05 0.196320996 0.147456203 0.095759744 -0.0593091250
## [205,] 2.366088e-01 0.592988881 -0.825623069 0.719909250 0.3069192376
## [206,] -1.073788e+00 -0.121745816 -0.040038284 0.049321759 -0.1402323378
## [207,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [208,] 3.708937e-01 -1.246210813 -0.628655325 -0.524238116 -0.9805348243
## [209,] 1.034859e-01 -0.066824922 0.305905245 -0.017310551 0.0866781654
## [210,] -7.820399e-02 -0.568547796 -0.711543085 0.922882262 1.0838111427
## [211,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [212,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [213,] 1.952400e-01 0.580995295 -1.093585397 -0.376100575 -0.3854553507
## [214,] 1.965614e-01 0.183515825 -0.452087793 -0.225946926 0.0982463194
## [215,] 2.818647e-02 0.105272160 -0.111855018 0.219887724 0.0781015788
## [216,] -7.895721e-01 0.939757594 0.710220473 -0.512738146 0.3976976292
## [217,] 2.384702e-01 -0.271811947 -0.126367359 -0.771102931 -0.1668999174
## [218,] -2.013303e-01 0.103833738 0.454384270 -0.764645320 -0.8538925282
## [219,] -3.810834e-01 -0.302901818 -0.812294580 0.710489587 0.3704603144
## [220,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [221,] 1.378019e-01 0.267509427 -0.529752143 0.443458450 -0.5187296122
## [222,] 1.485325e+00 -0.561175917 -0.253168864 0.702885489 0.0306825440
## [223,] 2.538375e-01 0.278734157 -0.027435750 0.003256980 -0.0347897982
## [224,] -7.436636e-01 0.426589084 0.168879868 -0.602649100 0.4834075174
## [225,] 1.200624e+00 -0.192583910 1.247461634 0.098074205 0.0954349584
## [226,] 2.430709e-01 1.525295901 -1.525764218 -0.472851046 0.0451931621
## [227,] 8.467385e-02 0.794900327 -0.027980757 -0.359008062 -0.5324984026
## [228,] -2.074391e-01 0.639698957 -0.456079365 0.109154934 0.5818594357
## [229,] -4.293110e-01 -0.175823305 0.519249320 0.088173293 -0.0250364130
## [230,] 6.101762e-01 0.001221141 0.504802257 0.094778630 -0.2918187449
## [231,] -4.774221e-01 0.370339719 -0.557347463 -0.525745709 -0.3674222687
## [232,] -6.533084e-01 0.221852375 0.330704611 0.062528298 -0.3972402231
## [233,] 6.106623e-01 0.156353200 -1.273325616 0.619591794 0.2839638367
## [234,] -2.034786e-01 -0.167159302 -0.541595690 -0.126184572 0.0872992550
## [235,] 2.983875e-02 0.102617920 -0.003290475 -0.411210690 -0.2813411908
## [236,] 5.212242e-02 0.121734200 0.009882656 0.244854833 0.0725356610
## [237,] 4.984896e-01 -0.158481049 -0.477473126 0.202233502 -0.1339471798
## [238,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [239,] -2.997748e-01 -0.062422083 -0.192284172 0.345298945 0.3355793978
## [240,] -1.562976e-02 -0.189305080 0.576768142 0.258016466 0.6974413140
## [241,] 1.286051e-02 0.810358885 0.138444072 -0.040075973 0.2036490494
## [242,] -2.014630e-01 0.098905335 0.501083969 -0.011398608 0.0852233093
## [243,] -1.937331e-01 -0.678349573 -0.015491084 -0.087968715 -0.1479742185
## [244,] 9.655943e-01 0.476235477 -0.544165708 0.615695089 -0.1810845429
## [245,] 2.767181e-01 0.034229994 -0.775766600 -0.236040183 0.6681376776
## [246,] 6.249414e-01 -0.106124994 -0.434603365 0.333597836 -0.0419217260
## [247,] -1.503755e-01 0.835989136 -0.021109378 -0.023929661 0.7939436568
## [248,] -7.962171e-01 0.147834832 0.859391146 0.147823470 -0.2201346944
## [249,] 1.353160e-02 0.037478860 0.015155729 -0.023975718 -0.1121023203
## [250,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [251,] -1.472523e-02 0.122730847 0.101283554 0.011845753 0.0082875381
## [252,] -4.629611e-01 0.334682988 -0.097138747 0.668591198 0.3369382290
## [253,] 9.081783e-02 -0.354289495 -0.520913243 0.815638216 -0.3611358973
## [254,] -1.393739e+00 -0.219165384 1.222250726 0.031721991 0.7751024904
## [255,] 1.476197e+00 -0.285322411 1.754627949 1.101958111 0.4497640498
## [256,] 4.947102e-01 0.267874592 -0.795539159 0.363805196 -0.1374260218
## [257,] 1.783464e+00 0.496322409 -0.267500273 -0.423248757 -0.2617983913
## [258,] -7.102671e-02 0.369841151 0.527077265 0.080537635 0.2855187906
## [259,] 4.031983e-02 0.459634862 -0.580882391 -0.396008946 -0.4635725057
## [260,] -3.178334e-01 -0.237572390 -0.008694647 0.421398910 0.2219515296
## [261,] -7.237179e-01 0.126688275 -0.706888541 0.296096718 -1.3392413741
## [262,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [263,] 5.844740e-01 0.882916021 -0.867613794 0.400336295 0.4260082187
## [264,] -1.389636e-01 0.146484450 0.152780195 0.194313810 0.0045938050
## [265,] -3.178334e-01 -0.237572390 -0.008694647 0.421398910 0.2219515296
## [266,] 4.462391e-01 0.515937902 0.435642914 -0.421875720 -0.5709557391
## [267,] -1.378057e-02 0.060908336 0.293682865 -0.024772667 0.2703678099
## [268,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [269,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [270,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [271,] -2.276302e-01 -0.574210966 -0.491739692 0.004471433 -0.3683246405
## [272,] -1.472523e-02 0.122730847 0.101283554 0.011845753 0.0082875381
## [273,] -3.449412e-02 -0.001891250 -0.079860604 0.362931511 0.1215241080
## [274,] 3.062836e-01 -0.072767117 -0.455175699 0.070822956 0.0284233409
## [275,] 4.211206e-01 0.457148364 -0.400069015 0.557805309 -0.4395287637
## [276,] 8.243229e-01 0.079188237 -0.068546505 -0.577058222 0.9000553971
## [277,] 4.398893e-01 -0.515249075 0.078575243 0.488885766 -0.3636060080
## [278,] 3.833001e-01 0.209958538 0.075118517 -0.152429063 0.1239291225
## [279,] 7.837784e-02 0.088075450 0.093617512 -0.007382885 0.0471078924
## [280,] 4.345105e-01 -0.268681273 -0.943267465 -0.476892078 -0.0060433473
## [281,] -9.822380e-01 0.291084391 0.385151730 -0.098784940 -1.7097046262
## [282,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [283,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [284,] 1.003032e-01 0.488094037 -0.087599691 0.209089009 0.3403014708
## [285,] -7.574572e-01 -0.146417060 0.140992788 0.396473298 -0.8399548194
## [286,] -3.353708e-01 -0.131858219 -0.197923598 -0.697125737 -0.7152493343
## [287,] -1.477345e-01 -0.187626372 0.127362443 0.388712679 0.2278682805
## [288,] -5.161958e-01 -1.008080987 -0.392551618 0.147474117 0.6746440616
## [289,] 1.372086e-01 0.351774896 -0.177089393 -0.533154740 0.3132958538
## [290,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [291,] 9.454920e-01 -1.086531131 1.028845750 0.751847620 0.2671222897
## [292,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [293,] -6.681217e-01 1.943104112 0.787283967 0.651697451 -0.1510125631
## [294,] 5.881634e-01 0.150251037 0.552678253 -0.234489025 -0.7417350517
## [295,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [296,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [297,] 5.794297e-01 -0.463945775 0.388876561 -1.672479619 -0.5668626531
## [298,] 3.689614e-01 -0.264647813 -0.354077814 0.112268208 -0.1547727735
## [299,] 1.452255e-01 0.087078803 0.002216614 0.225626195 0.1113560153
## [300,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [301,] 6.429047e-02 0.363859899 0.493078979 -0.005313804 0.7287270496
## [302,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [303,] 2.752576e-01 0.142435808 -0.068878343 -0.034191333 0.0053476087
## [304,] -8.515999e-01 0.050050802 -0.136615852 0.740664555 0.1798880714
## [305,] -1.982902e-01 1.453636927 -0.831790926 -0.071708980 -0.9158905960
## [306,] 5.676765e-02 0.319489283 0.041191830 0.393685459 0.2508728129
## [307,] 7.855654e-01 0.458800321 0.346665135 -0.109195873 -0.1555809098
## [308,] 4.270713e-01 0.162592952 -0.159379388 0.437952740 -0.0627279083
## [309,] -1.472523e-02 0.122730847 0.101283554 0.011845753 0.0082875381
## [310,] -6.581823e-03 0.473192740 0.086987872 -0.141332683 -0.4570406447
## [311,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [312,] -2.598605e-01 -0.678467451 0.050429001 -0.103940156 -0.0006770207
## [313,] 2.015981e-01 0.026459421 -0.409509222 0.504724813 -0.5424235312
## [314,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [315,] -2.211235e-01 0.284868146 -0.336724360 0.147569770 -0.6218371063
## [316,] 5.426354e-01 0.312260460 0.578393324 0.683504804 -0.0819663186
## [317,] 1.570604e-01 0.924258782 -1.005080735 -0.260740290 0.8044573876
## [318,] -3.316058e-02 0.113844635 -0.234329662 0.141242176 0.3426946986
## [319,] -5.400084e-01 -0.997257056 0.306742152 0.084365464 0.2991024387
## [320,] -4.950490e-01 0.371751791 0.084382372 -0.272898662 -0.1753721304
## [321,] -1.929823e-02 0.428805598 -0.159293453 -0.132275041 -0.0301538179
## [322,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [323,] -9.868335e-01 -0.015025274 -0.181143365 -0.182293140 -0.3067467049
## [324,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [325,] 2.752576e-01 0.142435808 -0.068878343 -0.034191333 0.0053476087
## [326,] -6.178390e-01 0.284105700 -0.302290974 0.071320228 0.4891989284
## [327,] -5.370417e-02 -0.279113499 0.068485943 0.351558419 -0.0161437978
## [328,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [329,] 8.037924e-02 0.036482214 -0.076245169 0.209033363 -0.0478541974
## [330,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [331,] -6.371930e-01 0.610674661 1.137334720 -0.471758455 0.6031477286
## [332,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [333,] -3.921956e-01 -0.625649984 0.001273700 0.216451098 -0.1172266249
## [334,] 3.523320e-01 0.350577418 -0.215724035 0.043056206 -0.1475841304
## [335,] 3.625690e-01 0.793310825 0.055860632 0.168281771 0.3163475151
## [336,] -3.862147e-01 -0.218526011 0.191031060 -0.525422161 0.5676662822
## [337,] -2.051774e-01 -0.008717009 -0.032597667 -0.166010036 -0.3415218523
## [338,] 5.212242e-02 0.121734200 0.009882656 0.244854833 0.0725356610
## [339,] -4.246321e-01 -0.254242664 0.048330902 -1.262546806 -0.9169069259
## [340,] 1.535952e-01 -0.879103204 -1.201809482 0.009636869 -1.0475055640
## [341,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [342,] 6.501676e-02 -0.006250948 0.325904621 -0.155835311 0.3799749202
## [343,] 1.303961e-01 0.154397034 0.012603139 -0.063153443 -0.3613835426
## [344,] -2.784916e-01 -0.258671336 -0.122773622 -0.013192524 0.7776407044
## [345,] -3.610122e-02 0.210848659 -0.124522669 -0.046526795 -1.0521078156
## [346,] 5.486330e-01 -0.703443780 0.384212539 0.866161509 0.1274720830
## [347,] 3.825931e-01 0.445594655 -0.238632386 -0.237202097 0.2941011321
## [348,] 1.827888e-01 -0.594636415 -0.938869626 0.024303955 -1.0588476165
## [349,] -4.571922e-01 -0.927298992 0.216607330 -0.990609940 -0.1487541889
## [350,] 1.109669e-01 0.378676602 0.241701311 -0.644056219 0.0612668500
## [351,] 5.212242e-02 0.121734200 0.009882656 0.244854833 0.0725356610
## [352,] 7.354245e-02 -0.014564148 -0.031559937 0.207406520 0.1126730679
## [353,] 1.075624e+00 -0.253962061 0.324586790 -0.780311197 0.1029519590
## [354,] -1.596984e-01 0.377721707 0.145502134 0.583015607 -0.2456506775
## [355,] 1.555524e-01 -0.035564472 -0.304441272 -0.001087270 -0.1125755567
## [356,] 2.877501e-01 -0.036774288 -0.265080032 -0.101268180 -0.0159512213
## [357,] -2.497646e-01 -0.353303916 0.157781908 -0.149698673 0.0797387347
## [358,] 1.555524e-01 -0.035564472 -0.304441272 -0.001087270 -0.1125755567
## [359,] -2.049899e-01 -0.456980308 0.145862573 -0.207915884 0.1269550751
## [360,] -2.041601e-01 -0.113439349 0.021594342 0.274942174 0.0937196589
## [361,] -1.906841e-01 -0.424476421 0.105974775 -0.096081878 0.0561683192
## [362,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [363,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [364,] 2.752576e-01 0.142435808 -0.068878343 -0.034191333 0.0053476087
## [365,] 3.845143e-01 0.058158373 0.728126927 0.157650130 0.2428834396
## [366,] -2.947599e-01 0.312182397 0.239389610 -0.160787439 0.0395281634
## [367,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [368,] 9.325607e-02 -1.102809740 0.073967798 -0.504387227 -0.0121760350
## [369,] -4.371900e-01 -0.884712311 0.296688103 -0.060654281 0.2626587649
## [370,] 8.037924e-02 0.036482214 -0.076245169 0.209033363 -0.0478541974
## [371,] 8.037924e-02 0.036482214 -0.076245169 0.209033363 -0.0478541974
## [372,] -6.212628e-02 -0.558629000 0.184681687 0.214100179 0.0569063032
## [373,] 6.547693e-02 0.072172345 0.731466657 -0.566379153 -0.5402942088
## [374,] -2.578623e-01 -0.052674704 -0.121245419 0.303530853 -0.0149329186
## [375,] 7.448711e-02 -0.076386659 0.160839374 0.170788101 0.3747533397
## [376,] -1.191105e-01 -0.035274540 0.082192357 0.171375211 0.5874915769
## [377,] 4.960651e-02 -0.031026189 -0.153297611 0.182439411 0.1182389857
## [378,] 1.047469e+00 0.488704325 0.172798520 0.600038600 -0.4149717910
## [379,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [380,] 2.820944e-01 0.193482170 -0.113563575 -0.032564490 -0.1551796566
## [381,] 9.301614e-03 -0.497697112 -0.213141354 -0.086193088 -0.0164891573
## [382,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [383,] -1.472523e-02 0.122730847 0.101283554 0.011845753 0.0082875381
## [384,] -7.741373e-04 0.004974973 0.055043527 -0.135809724 -0.0413155643
## [385,] -1.317745e-01 -0.486476290 0.298854957 -0.145699955 0.2460643508
## [386,] 1.613840e-02 -0.446650749 -0.257826586 -0.084566245 -0.1770164227
## [387,] -1.943733e+00 0.124749641 -0.297079388 -0.687143838 0.0188508003
## [388,] 1.353160e-02 0.037478860 0.015155729 -0.023975718 -0.1121023203
## [389,] -2.215088e-01 -0.166990554 -0.106721302 0.129786186 -0.0224669059
## [390,] 6.521563e-02 0.224235182 0.006875044 -0.053567217 -0.6279012721
## [391,] -8.988005e-02 -0.399212636 0.031524375 -0.378610194 -0.1193631198
## [392,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [393,] -3.444038e-01 -0.868066586 0.192477258 -0.291394859 0.0625142091
## [394,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [395,] -4.225254e-01 -0.496047811 -0.310905114 0.365358188 0.3653653402
## [396,] -1.906841e-01 -0.424476421 0.105974775 -0.096081878 0.0561683192
## [397,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [398,] -1.990289e-01 -0.246041262 -0.555116728 0.175671775 -0.5573867217
## [399,] -3.363426e-01 -0.264424470 0.198914009 0.123834494 0.0123371791
## [400,] -5.645149e-01 0.365989965 0.150106550 0.208407984 0.4699912613
## [401,] -6.242875e-01 -0.700785814 0.168471269 -0.506522052 0.2283884499
## [402,] -4.218382e-01 -0.112503921 0.245295200 0.398956511 1.5618438096
## [403,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [404,] -5.298200e-01 -0.978879605 -0.294246220 0.101650600 0.8790630713
## [405,] -9.411387e-02 0.129107327 -0.034798797 0.540905311 0.1280061960
## [406,] -4.667521e-01 -0.739435410 0.232231014 -0.959722974 -0.4766063270
## [407,] -4.711658e-03 0.028543569 0.056134721 0.024354849 0.6064514656
## [408,] -6.275854e-02 0.070145552 -0.179048012 -0.051446868 0.0194717025
## [409,] -1.050511e-01 -0.169023995 -0.084864086 0.089788650 0.0234323819
## [410,] 1.353160e-02 0.037478860 0.015155729 -0.023975718 -0.1121023203
## [411,] 8.101088e-02 0.169118469 0.311148594 -0.175758257 0.7271937361
## [412,] -3.133442e-01 0.130228658 0.278773499 0.152851263 -0.5207144837
## [413,] -6.333845e-01 -0.511091845 -0.786902440 0.762963801 0.7159080121
## [414,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [415,] 7.354245e-02 -0.014564148 -0.031559937 0.207406520 0.1126730679
## [416,] 2.070994e-02 0.032810192 0.106987744 0.067741850 0.2854315227
## [417,] -3.388203e-01 -0.106802239 0.172498340 -0.484748014 0.1029372102
## [418,] -1.165989e-01 -0.051636409 0.303736913 0.120247078 0.3068114837
## [419,] -4.177319e-01 -0.854465809 0.008654191 -0.502436385 -0.3945256111
## [420,] 6.872832e-01 1.031996661 -1.037264957 -0.531397752 0.8414670844
## [421,] 5.439844e-01 0.180087103 -0.154092654 0.453909447 -0.2549208990
## [422,] 3.483635e-01 -0.096127206 -0.085140650 -0.241629097 0.0763003332
## [423,] -7.741373e-04 0.004974973 0.055043527 -0.135809724 -0.0413155643
## [424,] -8.275216e-02 -0.244184595 -0.240408199 -0.527388947 -0.2883401933
## [425,] -1.107068e-01 0.061232464 0.066652370 0.158492340 -0.1157960534
## [426,] 3.396377e-01 -0.152896463 -0.362539866 -0.418613433 0.1366984747
## [427,] -9.062383e-02 -0.542100977 0.593230288 0.176593985 -0.7545972217
## [428,] 2.782590e-02 0.103474564 -0.070040622 -0.751620859 -0.5194730999
## [429,] 6.886522e-02 0.058364542 -0.363560690 0.098898034 0.1907204193
## [430,] -3.591004e-01 -0.120894411 0.217267376 0.206368705 0.2386657083
## [431,] 8.037924e-02 0.036482214 -0.076245169 0.209033363 -0.0478541974
## [432,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [433,] -1.107068e-01 0.061232464 0.066652370 0.158492340 -0.1157960534
## [434,] 2.820944e-01 0.193482170 -0.113563575 -0.032564490 -0.1551796566
## [435,] -4.984315e-01 -0.080399191 0.310629608 1.425954601 -0.5814897945
## [436,] 3.695305e-02 -0.066184315 -0.004845270 -0.560493010 -0.1704170279
## [437,] -1.107068e-01 0.061232464 0.066652370 0.158492340 -0.1157960534
## [438,] -8.093897e-02 -0.032470612 -0.084094308 -0.348478094 -0.3378281192
## [439,] -1.183366e+00 -0.461535735 0.210047550 0.381224415 -0.6262430400
## [440,] 3.560452e-02 0.140158606 -0.064325834 0.267250574 -0.0950705378
## [441,] 2.680546e-01 -1.293826040 -0.437963088 0.721805507 -0.2714689744
## [442,] -1.123901e+00 0.467010142 0.408021837 0.879368717 -0.1604730710
## [443,] 2.819116e-01 -0.135188547 1.229709707 0.151051414 -0.4513669145
## [444,] -3.080857e-01 -0.349676456 0.112786184 0.088013023 -0.1080526793
## [445,] -9.821427e-02 -0.117977632 -0.129549319 0.091415493 -0.1370948835
## [446,] -2.051774e-01 -0.008717009 -0.032597667 -0.166010036 -0.3415218523
## [447,] 2.150488e-01 -0.168148771 -0.106366359 -0.234585638 -0.1085852098
## [448,] 1.178551e-01 0.207524462 -0.441263967 -0.519193926 -0.2265705078
## [449,] 1.705195e-04 -0.056847537 0.247442838 -0.172428144 0.2207647075
## [450,] -7.741373e-04 0.004974973 0.055043527 -0.135809724 -0.0413155643
## [451,] 7.809740e-01 -0.007618864 -0.687927667 0.383355482 -0.8769018907
## [452,] -1.145739e+00 0.100406871 0.322514292 -0.037308113 -0.2621565746
## [453,] -2.253121e-01 0.292406499 0.047500563 -0.638900150 0.6207681556
## [454,] -7.741373e-04 0.004974973 0.055043527 -0.135809724 -0.0413155643
## [455,] -6.115589e-02 -0.318309658 -0.017420537 -0.006116583 0.0769939128
## [456,] 1.457293e-01 0.036269044 0.054516969 -0.124156628 -0.0154779849
## [457,] 1.178551e-01 0.207524462 -0.441263967 -0.519193926 -0.2265705078
## [458,] 3.513602e-01 0.327310481 -0.347337922 -0.293245617 -0.0647476389
## [459,] -7.741373e-04 0.004974973 0.055043527 -0.135809724 -0.0413155643
## [460,] -1.107068e-01 0.061232464 0.066652370 0.158492340 -0.1157960534
## [461,] 1.353160e-02 0.037478860 0.015155729 -0.023975718 -0.1121023203
## [462,] -1.981531e-01 -0.405933946 0.101177341 -0.206289041 -0.0335721902
## [463,] -7.741373e-04 0.004974973 0.055043527 -0.135809724 -0.0413155643
## [464,] -2.501208e-01 -0.349853814 0.113267055 0.075013365 -0.1802369194
## [465,] 4.318546e-01 -0.546140090 -0.019014737 -0.551550481 0.3669887105
## [466,] 2.832773e-02 0.111069010 0.061328378 0.059938273 -0.1796989834
## [467,] -1.193517e-01 -0.315737581 0.533039072 0.329661994 -0.2202566917
## [468,] 5.666991e-01 -0.132614407 0.400221701 -0.353403185 0.6618491963
## [469,] -1.389004e+00 0.472280820 0.076255535 0.389522657 1.5012071883
## [470,] -3.080857e-01 -0.349676456 0.112786184 0.088013023 -0.1080526793
## [471,] 1.668604e-01 0.153311110 -0.075364615 -0.850174925 -0.5833760299
## [472,] 1.457293e-01 0.036269044 0.054516969 -0.124156628 -0.0154779849
## [473,] -8.426834e-01 0.214015832 -0.432508880 0.084034071 -0.3970802517
## [474,] -1.735436e-02 0.606844856 0.665255760 -0.675086254 -0.6131379124
## [475,] -6.342078e-02 0.329862527 -0.316379848 -0.445139326 -0.6573905895
## [476,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [477,] 1.051647e+00 -0.171984049 1.481873832 1.085508413 -0.3088254667
## [478,] 1.314236e-01 0.003765157 0.094404767 -0.235990634 0.0553087710
## [479,] -1.424889e-01 0.125896539 -1.272450668 -0.368313092 0.9714620331
## [480,] -8.060185e-02 -0.823567127 -0.138314666 -0.521635590 0.1011481221
## [481,] 1.457293e-01 0.036269044 0.054516969 -0.124156628 -0.0154779849
## [482,] 2.820944e-01 0.193482170 -0.113563575 -0.032564490 -0.1551796566
## [483,] -1.401881e-01 -0.406111304 0.101658212 -0.219288699 -0.1057564303
## [484,] -7.610927e-03 -0.046071389 0.099728759 -0.137436567 0.1192117011
## [485,] -7.610927e-03 -0.046071389 0.099728759 -0.137436567 0.1192117011
## [486,] 1.840689e-01 0.362725921 -0.255886104 -0.158870079 0.1195451495
## [487,] -7.610927e-03 -0.046071389 0.099728759 -0.137436567 0.1192117011
## [488,] -9.422746e-02 -0.169696840 0.009985499 -0.019359890 0.1682001480
## [489,] -2.903096e-02 0.090226960 0.141171352 -0.099988254 0.0790742941
## [490,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [491,] -1.029262e-01 0.039512301 -0.006701487 0.016021818 -0.1580016080
## [492,] 1.267182e+00 -1.023644320 0.435196985 -1.753426021 0.0188254048
## [493,] 1.947439e-01 0.330401946 -0.116520268 0.036398077 -0.6070756784
## [494,] -1.107068e-01 0.061232464 0.066652370 0.158492340 -0.1157960534
## [495,] 8.037924e-02 0.036482214 -0.076245169 0.209033363 -0.0478541974
## [496,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [497,] -1.175436e-01 0.010186101 0.111337602 0.156865497 0.0447312119
## [498,] -1.107068e-01 0.061232464 0.066652370 0.158492340 -0.1157960534
## [499,] 1.457293e-01 0.036269044 0.054516969 -0.124156628 -0.0154779849
## [500,] 2.906597e-01 0.685099891 -0.794975322 -0.205556259 0.2533071277
## [501,] -6.679143e-01 0.512252162 0.647642860 -0.561046554 0.6837839476
## [502,] 2.820944e-01 0.193482170 -0.113563575 -0.032564490 -0.1551796566
## [503,] 2.752576e-01 0.142435808 -0.068878343 -0.034191333 0.0053476087
## [504,] -2.704639e-01 -0.497055509 -0.028453717 0.023621643 -0.0553704992
## [505,] -1.471540e+00 -0.123749908 -0.016836091 -0.546277410 0.6133504320
## [506,] 2.147429e-01 0.245288576 -0.074463032 0.084209252 -0.0925937793
## [507,] 7.090890e-02 0.106617925 0.088820078 -0.117590049 -0.0426326170
## [508,] 7.768422e-01 0.090665453 0.024083515 0.358313810 0.1154781032
## [509,] 2.188494e-01 -0.203934918 -0.074857501 -0.202814103 -0.4796471229
## [510,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [511,] -7.308494e-02 -0.086146590 -0.074587531 0.094100960 -0.0631138733
## [512,] -7.741373e-04 0.004974973 0.055043527 -0.135809724 -0.0413155643
## [513,] -2.903096e-02 0.090226960 0.141171352 -0.099988254 0.0790742941
## [514,] 1.382017e-01 -0.025361612 -0.627958878 -0.143691719 0.0268449080
## [515,] 1.314236e-01 0.003765157 0.094404767 -0.235990634 0.0553087710
## [516,] 4.111653e-01 1.191447490 -0.712940128 -1.170135274 0.2844574755
## [517,] -3.444038e-01 -0.868066586 0.192477258 -0.291394859 0.0625142091
## [518,] 2.538375e-01 0.278734157 -0.027435750 0.003256980 -0.0347897982
## [519,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [520,] 7.354245e-02 -0.014564148 -0.031559937 0.207406520 0.1126730679
## [521,] 4.067901e-02 -0.073937936 -0.308056707 0.152810878 0.0568027487
## [522,] -1.389636e-01 0.146484450 0.152780195 0.194313810 0.0045938050
## [523,] -3.363426e-01 -0.264424470 0.198914009 0.123834494 0.0123371791
## [524,] -7.610927e-03 -0.046071389 0.099728759 -0.137436567 0.1192117011
## [525,] 2.054889e-01 0.226427573 -0.297328697 -0.196318393 0.1596825564
## [526,] -1.917382e-01 -0.075094981 -0.143983505 0.189773954 0.3267283578
## [527,] 1.353160e-02 0.037478860 0.015155729 -0.023975718 -0.1121023203
## [528,] -2.271646e-01 0.063265904 0.044795154 0.198489876 -0.1616953412
## [529,] -7.610927e-03 -0.046071389 0.099728759 -0.137436567 0.1192117011
## [530,] -5.815405e-04 -0.317399695 -0.317504886 0.258406351 0.1403626848
## [531,] -1.175436e-01 0.010186101 0.111337602 0.156865497 0.0447312119
## [532,] 2.114374e-01 -0.146975171 -0.439036835 -0.627527519 0.3263277311
## [533,] 2.194138e-01 0.086318760 -0.081569161 0.110479296 -0.1117571274
## [534,] 1.525661e-01 0.087315407 0.009831737 -0.122529785 -0.1760052503
## [535,] 1.296722e+00 -0.910993671 0.236667227 -1.364672356 0.8016024727
## [536,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [537,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [538,] -4.942100e-01 -0.797099500 0.186421897 -0.305069923 0.0409949441
## [539,] 2.612958e-01 -0.461831937 -0.450400317 -0.526027954 0.5452656417
## [540,] 1.353160e-02 0.037478860 0.015155729 -0.023975718 -0.1121023203
## [541,] 1.913378e-01 0.005950359 0.301483210 -0.583436301 0.1606784495
## [542,] -4.019185e-01 -0.885598000 0.109018849 0.022429816 -0.0268807631
## [543,] -2.051774e-01 -0.008717009 -0.032597667 -0.166010036 -0.3415218523
## [544,] 7.354245e-02 -0.014564148 -0.031559937 0.207406520 0.1126730679
## [545,] -1.175436e-01 0.010186101 0.111337602 0.156865497 0.0447312119
## [546,] -1.389636e-01 0.146484450 0.152780195 0.194313810 0.0045938050
## [547,] -1.389636e-01 0.146484450 0.152780195 0.194313810 0.0045938050
## [548,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [549,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [550,] -2.808630e-02 0.028404449 0.333570663 -0.136606673 0.3411545659
## [551,] -2.478740e-01 -0.274918322 0.176061480 0.640353280 0.6929524825
## [552,] -2.121042e-01 -0.288178073 0.147417368 -0.058633564 0.0160309122
## [553,] -2.837429e-02 -0.016292976 0.237177757 -0.630544626 -0.0832588733
## [554,] 2.036416e-01 0.447502954 -0.576471443 0.074950138 0.6725702770
## [555,] 2.050407e-02 -0.039090964 -0.448692751 -0.224020235 -0.3756584589
## [556,] 3.541692e-01 0.533103088 0.652866699 0.479184131 -0.0473286495
## [557,] -5.072120e-01 0.780045520 0.249455455 -0.944404007 1.1314920495
## [558,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [559,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [560,] 7.531818e-01 -0.588229781 -1.302128446 -0.147460217 -0.2735561883
## [561,] -3.363426e-01 -0.264424470 0.198914009 0.123834494 0.0123371791
## [562,] -1.175436e-01 0.010186101 0.111337602 0.156865497 0.0447312119
## [563,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [564,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [565,] 1.148030e-01 0.228897610 -0.022111758 0.101811047 0.0291131318
## [566,] -3.149225e-01 -0.400722818 0.157471416 0.086386180 0.0524745860
## [567,] -6.069298e-01 -0.902704875 -0.057957441 0.929995345 1.1838047172
## [568,] -4.043149e-01 0.666051036 -1.052270754 -1.036514953 1.3126868022
## [569,] 1.353160e-02 0.037478860 0.015155729 -0.023975718 -0.1121023203
## [570,] -3.522636e-01 -0.069848048 0.172582143 0.207995548 0.0781384430
## [571,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [572,] -4.723313e-02 0.109309616 0.018527426 -0.087428286 0.0088499999
## [573,] -1.165989e-01 -0.051636409 0.303736913 0.120247078 0.3068114837
## [574,] -1.139759e+00 1.865185690 0.758367551 -0.262763112 -1.0225833662
## [575,] -1.107068e-01 0.061232464 0.066652370 0.158492340 -0.1157960534
## [576,] -6.004317e-01 -0.102411767 0.054281812 -0.928511596 0.5403728345
## [577,] -5.599306e-01 -0.727244614 0.302275881 0.222731383 0.4163977378
## [578,] -1.018742e-02 0.787279339 -0.169772384 -0.273352961 0.1454577311
## [579,] -3.080857e-01 -0.349676456 0.112786184 0.088013023 -0.1080526793
## [580,] -1.294612e-02 -0.154083186 0.537937307 -0.775986008 -0.4960270167
## [581,] -1.175436e-01 0.010186101 0.111337602 0.156865497 0.0447312119
## [582,] -2.049899e-01 -0.456980308 0.145862573 -0.207915884 0.1269550751
## [583,] -1.264711e-01 -0.032725646 -0.043421493 0.127236964 -0.0167050251
## [584,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [585,] -4.409397e-02 -0.014838056 0.289840822 -0.100698458 -0.2252951356
## [586,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [587,] 2.752576e-01 0.142435808 -0.068878343 -0.034191333 0.0053476087
## [588,] -7.610927e-03 -0.046071389 0.099728759 -0.137436567 0.1192117011
## [589,] -7.421360e-01 0.514660843 0.149759102 -0.177676961 -0.6766772349
## [590,] -9.577715e-01 -0.037404030 -0.261340318 0.570389868 0.1277718193
## [591,] 2.664197e-01 -0.386702732 0.080193410 -0.021085525 0.3766928833
## [592,] -8.739067e-02 -0.118650477 -0.034699733 -0.017733047 0.0076728827
## [593,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [594,] 1.132458e-04 -0.044497497 0.406347014 -0.155374975 0.4548555781
## [595,] -1.107068e-01 0.061232464 0.066652370 0.158492340 -0.1157960534
## [596,] 7.107714e-01 -0.083108332 -0.811366574 0.054217943 0.4202503715
## [597,] -3.590904e-01 -0.241275085 -0.700552692 0.262983527 0.5923957150
## [598,] 2.144197e-01 0.047623252 0.228081968 0.033845804 -0.0008231924
## [599,] -4.291531e-02 -0.012530708 -0.053417153 0.247404056 0.0667737802
## [600,] 2.125770e-01 0.035272398 -0.036883929 0.108852453 0.0487701379
## [601,] 4.881615e-03 -0.225281485 -0.096472929 -0.204513414 0.0979128710
## [602,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [603,] -7.610927e-03 -0.046071389 0.099728759 -0.137436567 0.1192117011
## [604,] -1.175436e-01 0.010186101 0.111337602 0.156865497 0.0447312119
## [605,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [606,] -2.406841e-02 0.451548439 -1.303762122 -0.825372896 0.6825153979
## [607,] 5.462665e-02 -0.420806295 0.189236248 -0.757917868 -0.1936841265
## [608,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [609,] -6.512559e-02 -0.063602803 0.016270350 0.176388108 0.0298167289
## [610,] 1.493912e-01 0.146668038 -0.155550094 -0.102424388 -0.6505171548
## [611,] 3.227159e-01 -1.313261813 0.315666496 0.435260554 -1.1414495700
## [612,] 2.818964e-01 -0.169145418 -0.197767257 -0.001576558 -0.0443370869
## [613,] 8.037924e-02 0.036482214 -0.076245169 0.209033363 -0.0478541974
## [614,] -7.741373e-04 0.004974973 0.055043527 -0.135809724 -0.0413155643
## [615,] 8.540427e-02 -0.312822438 -0.491600933 -0.345247371 -0.0865844050
## [616,] -1.175436e-01 0.010186101 0.111337602 0.156865497 0.0447312119
## [617,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [618,] 2.946874e-01 0.253467231 0.493444709 0.818185901 0.3202122228
## [619,] 1.353160e-02 0.037478860 0.015155729 -0.023975718 -0.1121023203
## [620,] 8.052386e-02 0.322658072 0.197053488 -0.101133474 -0.0932576064
## [621,] 1.083231e-01 -0.648243874 -0.038377977 -0.273742808 -0.8008810714
## [622,] -2.486978e-01 -0.327209010 -0.026329941 -0.589667217 0.1298868958
## [623,] -7.741373e-04 0.004974973 0.055043527 -0.135809724 -0.0413155643
## [624,] -2.051774e-01 -0.008717009 -0.032597667 -0.166010036 -0.3415218523
## [625,] -9.524470e-02 -0.064974499 -0.044206510 -0.460312100 -0.2670413632
## [626,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [627,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [628,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [629,] 8.037924e-02 0.036482214 -0.076245169 0.209033363 -0.0478541974
## [630,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [631,] -1.937331e-01 -0.678349573 -0.015491084 -0.087968715 -0.1479742185
## [632,] 4.858926e-02 0.073696151 -0.207489620 -0.258512800 -0.3170025255
## [633,] 1.706829e-01 -0.169187557 0.399233926 -0.122928104 0.6647727864
## [634,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [635,] 5.028213e-02 0.202252684 -0.049091666 0.082729136 -0.5802298778
## [636,] -9.766149e-02 -0.388436488 -0.116189703 -0.343618617 -0.2209161262
## [637,] -1.165989e-01 -0.051636409 0.303736913 0.120247078 0.3068114837
## [638,] -7.610927e-03 -0.046071389 0.099728759 -0.137436567 0.1192117011
## [639,] -1.472523e-02 0.122730847 0.101283554 0.011845753 0.0082875381
## [640,] 6.694806e-03 -0.013567502 0.059840962 -0.025602561 0.0484249451
## [641,] -1.175436e-01 0.010186101 0.111337602 0.156865497 0.0447312119
## [642,] -2.572824e-01 0.256133717 0.407768599 0.522306203 -0.0832949460
## [643,] 6.241263e-01 -0.223949729 0.919357473 -0.163159061 0.2620420106
## [644,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [645,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [646,] -2.903096e-02 0.090226960 0.141171352 -0.099988254 0.0790742941
## [647,] 1.487156e-01 -0.086610834 -0.259756039 -0.002714113 0.0479517087
## [648,] 1.487156e-01 -0.086610834 -0.259756039 -0.002714113 0.0479517087
## [649,] -8.777576e-02 -0.083516975 -0.039409076 -0.350104937 -0.1773008538
## [650,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [651,] -4.283132e-01 -0.917027999 -0.317452249 0.069539091 0.2145957952
## [652,] -1.472523e-02 0.122730847 0.101283554 0.011845753 0.0082875381
## [653,] -1.043707e-02 -0.025515121 0.135245669 0.709509019 -0.0301277773
## [654,] -3.852693e-01 -0.270368242 0.250672450 0.182875908 0.1030388964
## [655,] -5.215705e-01 0.288512926 0.151597590 0.077178380 -0.1760741788
## [656,] -2.407557e-01 -0.411980881 0.058154979 0.046443456 -0.0071648809
## [657,] 5.212242e-02 0.121734200 0.009882656 0.244854833 0.0725356610
## [658,] -3.528605e-01 -0.246000064 0.124705519 0.146230235 -0.1552690197
## [659,] 1.362230e-01 0.092599262 -0.063554351 0.064362733 0.0692505387
## [660,] 6.621813e-02 0.290154185 0.236941286 -0.212967481 -0.0224708505
## [661,] -6.115589e-02 -0.318309658 -0.017420537 -0.006116583 0.0769939128
## [662,] -1.107068e-01 0.061232464 0.066652370 0.158492340 -0.1157960534
## [663,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [664,] 8.037924e-02 0.036482214 -0.076245169 0.209033363 -0.0478541974
## [665,] 6.935365e-01 -0.208647247 0.652455725 -0.504106554 0.4193089198
## [666,] 6.295119e-02 -0.404372142 -0.070142172 0.308757995 -0.0915464544
## [667,] -1.380190e-01 0.084661939 0.345179506 0.157695391 0.2666740768
## [668,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [669,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [670,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [671,] 1.430598e-01 0.143645624 -0.108239583 0.065989576 -0.0912767266
## [672,] 7.693244e-02 0.143527746 -0.042319498 0.050018136 0.0560204713
## [673,] -7.741373e-04 0.004974973 0.055043527 -0.135809724 -0.0413155643
## [674,] -3.531407e-01 -0.034030076 -0.520092113 -0.123256409 -0.1855221107
## [675,] 4.858926e-02 0.073696151 -0.207489620 -0.258512800 -0.3170025255
## [676,] -3.188843e-01 -0.028433619 -0.343106905 -1.082354675 -0.0729459354
## [677,] 1.353160e-02 0.037478860 0.015155729 -0.023975718 -0.1121023203
## [678,] 1.124979e-01 -0.046207317 -0.327268896 -0.078674196 0.3865258387
## [679,] 1.102002e-02 0.053840730 -0.206388827 0.027152415 0.1685777730
## [680,] 8.037924e-02 0.036482214 -0.076245169 0.209033363 -0.0478541974
## [681,] -3.296489e-01 -0.437436417 -0.703537273 -1.214805062 -0.7223889576
## [682,] 3.791833e-01 0.452674907 1.708102241 -0.132724750 -0.9775073101
## [683,] -2.109338e-01 -0.110926147 0.306401028 -1.218259582 0.0149275941
## [,19] [,20] [,21] [,22] [,23]
## [1,] 0.0065957932 0.102489525 -0.1944101653 -0.2454251045 0.213308960
## [2,] -0.6481142146 0.466418841 -1.5336294249 -0.1410551051 -0.390591943
## [3,] 0.0451531393 -0.088541161 -0.1890030445 -0.3786000907 0.006006025
## [4,] 0.0448789870 -0.679753535 -0.2427409843 -0.2883130374 -0.643338032
## [5,] -0.1989001318 0.235235982 0.1064292461 -0.3960387477 0.190720633
## [6,] -0.7388873085 0.233952731 -0.3014758300 0.3312743027 -0.649763530
## [7,] 0.0203671839 -0.119947910 -0.0955084464 -0.1371023327 0.180632498
## [8,] 0.0718893897 0.062125714 -0.1598940678 -0.2361098432 -0.098112102
## [9,] 0.2109169971 -0.067027566 -0.6616505446 0.2111759927 0.303073286
## [10,] -0.6678734548 0.021853761 0.1283799279 0.0490416287 -0.336375028
## [11,] 0.0681679715 -0.139230559 -0.0006817074 0.1444085403 0.315162433
## [12,] 0.1222003613 0.054253118 -0.2273329755 -0.1641308533 -0.359535991
## [13,] 0.9350018518 0.460463529 0.2151945169 -0.5950749329 0.882275768
## [14,] 0.2901525033 0.177233092 -0.0747665253 0.1572907547 0.491824198
## [15,] 0.6126485250 -0.768490122 -0.8144434014 -0.2589326897 -0.320348448
## [16,] -0.2643085665 -0.152614587 0.2645275795 0.1085583446 -0.542256181
## [17,] -0.2977193090 0.108421055 -0.0511099657 -0.1517488314 -0.401022206
## [18,] -0.2316107357 0.061675827 -0.1014745133 -0.3929930748 -0.106710066
## [19,] 0.4390263003 0.903610115 -0.2511852038 0.8124390522 0.547488231
## [20,] -0.0882574824 -0.367978294 -0.4070531166 -0.2884531971 0.204840995
## [21,] 0.8113966403 -0.103615309 -0.0060245678 -0.9879546177 -0.452811107
## [22,] -0.0681072013 0.001608724 0.0011192945 -0.3672914294 -0.141991848
## [23,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [24,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [25,] -0.8188545986 -0.333879597 0.4495233879 -0.8452613227 0.866282480
## [26,] -0.3357328520 -0.092149185 0.2368054809 0.7279500853 -0.286977959
## [27,] -0.0595127801 0.149234753 -0.1440456177 -0.0041808611 -0.081003179
## [28,] 0.1222003613 0.054253118 -0.2273329755 -0.1641308533 -0.359535991
## [29,] 0.0750810722 -0.372355102 0.1724213631 -0.1125617938 0.365046270
## [30,] 0.0344212939 -0.005581891 0.0573155874 0.5271596252 -0.351625136
## [31,] 0.1883089347 0.007507890 -0.2776975231 -0.4053750968 -0.065223851
## [32,] -0.0583380720 1.384326965 -0.2605871804 -0.0196630359 1.049868910
## [33,] 0.2741033047 -0.186453595 -0.1607313795 -0.2085014685 -0.052508588
## [34,] -0.1179740008 0.134488953 0.0890701236 0.3767084104 -0.471407917
## [35,] 0.1222003613 0.054253118 -0.2273329755 -0.1641308533 -0.359535991
## [36,] -0.7224401359 0.530383539 -0.0214890600 -0.0248325672 -0.333823699
## [37,] -0.5012257476 -0.677949049 -0.1049064556 0.4367938980 0.180945607
## [38,] -1.7613326934 -0.184052461 -0.7106529596 0.8770837823 1.038675761
## [39,] -0.1468713872 -0.140027478 -0.1399867643 -1.0490734713 -0.126355653
## [40,] 0.2314079172 0.297888425 0.3757782037 0.9017129116 -0.356906770
## [41,] -0.3419236323 -0.442971227 -0.7358077795 0.7206943006 0.285280066
## [42,] 0.9448956250 0.596105492 -0.0176306707 0.1703709334 0.532984599
## [43,] 0.1563420437 0.712055073 0.2150232710 0.4833670538 0.101651718
## [44,] -0.0801210804 0.073633163 -0.0369105978 0.3799358621 0.090151949
## [45,] 0.2412392110 -0.602617353 0.2356279853 0.2667912006 0.634939518
## [46,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [47,] -0.1989001318 0.235235982 0.1064292461 -0.3960387477 0.190720633
## [48,] -0.3278480705 0.159894115 -0.0594636391 0.1626141092 0.497972283
## [49,] 0.3936744964 -0.003649504 -0.7611514191 0.5994389984 0.646827176
## [50,] 0.6594663758 0.012153291 0.5248407035 -1.1410153634 0.184815286
## [51,] 1.0775459707 0.264648268 0.2806500242 0.1960491627 0.016584101
## [52,] -0.4460703250 0.261054673 -0.0157158892 0.0067082419 0.188958532
## [53,] 0.2669030192 0.701579258 -0.2787070268 0.6544791729 -0.218745422
## [54,] -0.0784196047 0.246155087 0.6457936294 -0.4624402246 1.088800384
## [55,] -0.5240782374 -0.418446959 -0.3051267393 -0.2100953750 0.701148427
## [56,] -0.1397631952 -0.268070389 0.2450871102 -0.4772051122 -0.113450578
## [57,] -0.8452655260 -0.432722878 0.1130848563 0.1125103141 0.199584737
## [58,] 0.3018946551 -0.449995638 -0.2218065985 -0.2128403547 0.459646642
## [59,] 1.3859341267 0.045577295 -0.6749436895 0.1061040874 -0.106336399
## [60,] -0.0533173297 -0.128699372 -0.1462712441 -0.2788626889 0.084169316
## [61,] -0.1325736758 0.865811470 0.2099547422 -0.3751649276 0.699322533
## [62,] -0.0240024286 -0.305494803 -0.5267882796 -1.0876874605 0.433883197
## [63,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [64,] 0.0004974229 -0.027729869 0.0860325617 -0.2232486015 -0.285699455
## [65,] -0.2316107357 0.061675827 -0.1014745133 -0.3929930748 -0.106710066
## [66,] 0.1553074823 0.155373425 -0.8817503451 -0.0853956854 0.369213843
## [67,] 0.2541942554 -1.033247287 1.2794823779 -0.8761926382 0.991010304
## [68,] -0.0434599167 0.097730213 -0.4378057665 -0.3155694358 0.048038066
## [69,] -0.1091523733 -0.111853915 -0.0517185139 -0.1766819209 0.064560637
## [70,] -0.2230480013 -0.807814536 -0.1836273933 -0.4872978663 0.506234629
## [71,] 0.2162520271 -0.480013573 -0.1698196542 -0.3081914817 0.093958282
## [72,] 0.2156229253 -0.541686723 -0.2003707100 0.4729180465 -0.368755533
## [73,] 0.3621264146 0.498367591 -0.6848291791 -0.0446876958 -0.614184905
## [74,] 0.1335319777 0.004127387 -0.5383907537 -0.2820508271 -0.023697394
## [75,] -0.2738408331 0.178594738 -0.0994295954 0.0472847976 -0.064360783
## [76,] 0.3286286260 -0.029469921 -0.0049944577 -0.0290420139 -0.005209685
## [77,] 0.3225143990 0.264136532 -0.0671337782 0.2987975962 0.119348768
## [78,] 0.3017945268 0.042999123 -0.1673649337 -0.1547801515 -0.580864230
## [79,] -0.3410788755 -0.247845041 0.1422525932 0.4891372519 -0.122007490
## [80,] -0.2119249390 -0.085540430 0.0658561779 0.0451247968 -0.388306943
## [81,] -0.3635583526 0.015922232 -0.0149202717 -0.0446346444 0.277956138
## [82,] -0.0336367297 -0.226491603 -0.1523951961 -0.1738599241 -0.169431069
## [83,] -0.5973256921 -1.117492031 -0.4796315816 0.8349115323 0.283267534
## [84,] 1.0507934833 -0.394880988 0.0153808584 -0.3419125817 0.036259220
## [85,] 0.7843373696 0.483593599 0.7845136972 -0.6967361746 -0.373432459
## [86,] 1.1401794776 -0.502249118 0.2216221377 1.3877099153 -0.368885224
## [87,] -0.2316107357 0.061675827 -0.1014745133 -0.3929930748 -0.106710066
## [88,] 0.3875888968 -0.150962362 -0.0503987902 0.0420934767 -0.568148967
## [89,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [90,] 0.2428769311 -0.218324478 0.2046931499 0.3983197357 -0.140277714
## [91,] -0.2316107357 0.061675827 -0.1014745133 -0.3929930748 -0.106710066
## [92,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [93,] 0.1883089347 0.007507890 -0.2776975231 -0.4053750968 -0.065223851
## [94,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [95,] 0.3666317483 -0.243942489 0.0060935061 0.0267457255 -0.061294039
## [96,] 0.0065957932 0.102489525 -0.1944101653 -0.2454251045 0.213308960
## [97,] 0.1879182315 -0.256905869 -0.0283911690 -0.1099529169 1.574624107
## [98,] 0.5100613548 -0.941913933 -0.5189138892 -0.8630731209 -0.804542418
## [99,] 0.8339530114 0.978253414 0.2407886742 -0.2969091760 0.589427004
## [100,] 0.4212646049 1.046791046 0.1829324473 -0.8275178582 -0.243163690
## [101,] -0.3480302807 0.116293652 0.0163289420 -0.2237278213 -0.139598317
## [102,] -0.5551927751 -0.708417635 0.4516179803 0.5061712067 0.138568241
## [103,] 0.4239259555 0.490703655 1.2408523773 -0.4005348892 0.137862931
## [104,] 0.5632664802 0.349170570 -0.2488482900 -0.0972637652 0.091282795
## [105,] -0.0967207082 0.334679541 -0.0736222912 0.1236201280 -0.375194639
## [106,] -0.3761236783 -0.396003658 -0.2556969022 0.4043604047 0.266302975
## [107,] -0.2058003030 0.104169811 0.0592587480 0.0776815113 -0.003225376
## [108,] -0.0887378109 -1.181188883 -0.2793338637 -0.0796797588 0.085106801
## [109,] 0.0030302426 -0.136042779 0.0848640890 -0.0135849706 0.749905052
## [110,] 0.0077613932 -0.777842494 0.7657597610 -0.0718781073 0.658082683
## [111,] 0.0099632115 0.032214368 -0.1090599426 -0.3711703214 -0.128674342
## [112,] -0.0355858979 1.519147737 0.6745755287 -0.1379321299 0.407385718
## [113,] 0.5084418901 0.334011167 0.0727546935 0.2463280687 0.149538748
## [114,] 0.1899240629 0.259322835 0.2890315581 -0.1093807422 0.492114094
## [115,] 0.0835136934 -0.522188059 -0.2124265832 -1.0245554469 0.271778678
## [116,] 0.0805386413 -0.317042897 0.6407119859 -1.0188811688 -0.616020739
## [117,] 0.3179776146 0.042067017 0.1425460938 0.3063206205 0.721700563
## [118,] -0.3250010065 -0.175108454 -0.0095131510 -0.1778096307 0.070653203
## [119,] 0.0015670468 -0.193121199 0.1480389725 0.1908309537 0.208094916
## [120,] -0.6211658596 -0.146558527 -0.0318897850 -0.5370016190 0.108150663
## [121,] -0.1563491662 0.710201454 0.0907603626 0.2525830607 0.346166022
## [122,] 0.1178754336 0.122773150 -0.3444797068 0.2611483527 0.450376156
## [123,] 0.7337254752 -0.222150659 -1.5790648285 0.3251285347 0.730642874
## [124,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [125,] 0.2084093388 -0.375100100 -1.1038508919 -0.0726128805 0.291372494
## [126,] 0.0645541175 0.033125900 -0.0790978792 -0.0338010865 -0.144207526
## [127,] 0.4004563675 -0.458766082 0.9905808141 0.1380440645 0.244537805
## [128,] 0.2863332879 0.180722237 0.2296462157 -0.1037233757 0.476306562
## [129,] -0.1091523733 -0.111853915 -0.0517185139 -0.1766819209 0.064560637
## [130,] 0.1883089347 0.007507890 -0.2776975231 -0.4053750968 -0.065223851
## [131,] -0.3336358473 -0.211092552 -0.6757519936 0.0703996050 0.423826616
## [132,] -0.0772065943 0.231378880 -0.3798084718 0.0671816492 -0.618749504
## [133,] 0.1780397096 0.068617133 0.0312347102 0.2167938587 -0.659847905
## [134,] -0.1846891363 0.092024587 -0.2086905038 -0.5784789128 0.426341372
## [135,] -0.2977193090 0.108421055 -0.0511099657 -0.1517488314 -0.401022206
## [136,] 0.1570825611 -0.024362994 0.0877270064 0.2014461075 -0.152992977
## [137,] -0.4141388540 0.163038880 0.0666934896 0.0175164222 -0.433910456
## [138,] 0.1570825611 -0.024362994 0.0877270064 0.2014461075 -0.152992977
## [139,] 0.2808373783 -0.049981004 -0.1108726375 -0.1701279028 -0.074009301
## [140,] 0.6395335978 0.439930517 -0.0917460072 -0.2851020209 0.624067273
## [141,] 0.1899240629 0.259322835 0.2890315581 -0.1093807422 0.492114094
## [142,] 0.1222003613 0.054253118 -0.2273329755 -0.1641308533 -0.359535991
## [143,] -0.1682454354 0.018445611 0.0207164246 0.6641711027 -0.852496280
## [144,] 0.1262768358 -0.139953366 -0.0863032023 -0.2695119870 -0.137158923
## [145,] 0.0097890850 -0.009974093 -0.1111662015 0.7578026459 0.521713143
## [146,] -0.1669298068 -0.497676355 0.5385750613 0.3094021887 0.453349689
## [147,] 0.0681679715 -0.139230559 -0.0006817074 0.1444085403 0.315162433
## [148,] -0.8045907292 0.292440645 -0.2815616993 -0.1753618123 -0.066690728
## [149,] 0.6471594658 1.085340725 0.3762444312 0.2976880208 0.410435663
## [150,] 0.1188779895 0.235197565 0.0773144734 0.1748528019 0.148060778
## [151,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [152,] 0.7927847745 0.218889530 -0.1853557986 0.1256441311 -0.209472605
## [153,] -0.5204900424 -0.038981780 0.2609272701 0.4359920290 -0.034285309
## [154,] 0.1883089347 0.007507890 -0.2776975231 -0.4053750968 -0.065223851
## [155,] 0.6581642295 -0.270700206 1.3359808385 0.7099965412 -0.521547233
## [156,] -0.5372910768 0.829746503 0.4269331574 0.4286759846 0.278541817
## [157,] -0.3072628741 0.213183579 -0.4525496534 -0.5332545825 -0.286939904
## [158,] 0.0645541175 0.033125900 -0.0790978792 -0.0338010865 -0.144207526
## [159,] 0.4850883253 -0.493554822 0.2471774255 1.2510482703 0.757597234
## [160,] -0.3266638522 0.091516518 -0.5624548187 -0.8780535868 -0.136726352
## [161,] -0.2925633117 0.237845088 -1.1232074733 0.5209197267 0.588077639
## [162,] -0.1378721038 -0.259797103 0.1675594084 -0.6275321863 -0.453682799
## [163,] 0.0645541175 0.033125900 -0.0790978792 -0.0338010865 -0.144207526
## [164,] 0.2464907851 -0.390680937 0.2831093218 0.5765293625 0.319092246
## [165,] 0.1570825611 -0.024362994 0.0877270064 0.2014461075 -0.152992977
## [166,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [167,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [168,] -0.3573830425 -0.878386106 -0.2486403987 0.2775893340 0.096622041
## [169,] 0.6095286349 -0.853745103 0.8162144210 0.5321258565 -0.463139279
## [170,] -0.4841610561 0.527396728 -0.4448977941 -0.0354413482 0.473134202
## [171,] 0.1883089347 0.007507890 -0.2776975231 -0.4053750968 -0.065223851
## [172,] -0.0756578464 0.471156474 -0.6003872604 0.5796401393 0.816987862
## [173,] -0.2316107357 0.061675827 -0.1014745133 -0.3929930748 -0.106710066
## [174,] 0.0397599866 -0.183577518 0.1162153258 -0.5186989717 0.418831432
## [175,] 0.0681679715 -0.139230559 -0.0006817074 0.1444085403 0.315162433
## [176,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [177,] -0.0882574824 -0.367978294 -0.4070531166 -0.2884531971 0.204840995
## [178,] -0.0261734111 -0.469112391 0.0913383574 0.1468043480 -0.290625602
## [179,] -0.1336785617 -0.450919163 0.6056862726 -0.0002510536 0.553366214
## [180,] 0.2242846844 -0.077945130 -0.1916486041 -0.0856586284 0.021670678
## [181,] 0.5308355006 0.234290069 0.1402984183 0.2843960742 -0.178226614
## [182,] -0.5284490608 -0.790091003 0.1363720099 -0.4879766299 -0.819638473
## [183,] -0.1049938663 0.719996355 0.2127875264 -0.2421671820 -0.520803429
## [184,] -0.3876015173 -0.401433501 0.1850863710 -0.1470185277 0.438478898
## [185,] -0.8159759481 0.462966077 0.0393374909 0.1496128763 -0.609894574
## [186,] 0.7231131843 0.187533053 -0.5752492673 -0.3363660725 -0.197796899
## [187,] -0.0595127801 0.149234753 -0.1440456177 -0.0041808611 -0.081003179
## [188,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [189,] 0.0645541175 0.033125900 -0.0790978792 -0.0338010865 -0.144207526
## [190,] -0.2316107357 0.061675827 -0.1014745133 -0.3929930748 -0.106710066
## [191,] -0.8909578407 -0.614309972 -0.1948834500 0.1188872883 0.391704769
## [192,] 0.0444729279 0.191856557 0.1428731769 -0.3390086253 0.216294868
## [193,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [194,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [195,] 0.3040397146 -0.121078168 -0.8434151064 0.4003108141 0.457616418
## [196,] 0.3283306800 0.719380844 0.6484446156 -0.2496624190 -0.054430689
## [197,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [198,] 0.0065957932 0.102489525 -0.1944101653 -0.2454251045 0.213308960
## [199,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [200,] -1.0111167307 -0.484861129 -1.3196974456 1.3470707425 0.823846878
## [201,] 0.2308162974 1.748318799 0.1959275386 -0.2586388645 0.297122110
## [202,] 0.0681679715 -0.139230559 -0.0006817074 0.1444085403 0.315162433
## [203,] 0.0681679715 -0.139230559 -0.0006817074 0.1444085403 0.315162433
## [204,] 0.0425715430 0.017036506 -0.1083612463 0.0742913638 0.300203490
## [205,] 1.0019670410 -0.572495797 2.0377954484 0.4324461799 -0.723660547
## [206,] -1.1526419603 -0.198048276 0.2672812112 -0.0693602195 -0.167548260
## [207,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [208,] 0.4403820113 0.005455063 -1.0008314805 -0.1319503933 -0.864712045
## [209,] -0.4837644693 -0.002239664 0.7032420669 -0.5195598531 -0.532173526
## [210,] 0.5237124077 0.058842520 0.1323591245 0.5728896629 0.738959199
## [211,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [212,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [213,] 0.0259659514 -0.144621361 -0.6565309906 0.7584847587 -0.042521257
## [214,] -0.1378970756 -0.629066962 -0.3147260128 -0.4609542568 0.350404811
## [215,] 0.1179865918 -0.247739024 0.0302355172 0.0215657002 0.240983166
## [216,] 0.3218922344 0.941354606 0.2929081595 0.0659301888 0.294076316
## [217,] -0.1638295579 0.567117458 0.4517800115 -0.0043980441 0.255934664
## [218,] 0.1214815901 0.288937354 0.3816895096 -0.8448206941 -0.178798297
## [219,] 0.4832243572 0.332855411 -0.2247803817 0.4491667118 -0.357332420
## [220,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [221,] -0.4059900549 0.608165614 0.1237791080 -0.4552167093 0.304004119
## [222,] -0.4307568432 0.444103050 0.5160640129 0.1034023108 -0.483449710
## [223,] 0.0681679715 -0.139230559 -0.0006817074 0.1444085403 0.315162433
## [224,] 0.3135450965 0.964484318 0.4604045109 0.0297384492 0.163011125
## [225,] -0.8291885558 0.036740333 0.1952966069 -0.4796574258 0.086034621
## [226,] -1.0309308491 0.184316481 -0.8477262254 -0.1329383775 0.056269472
## [227,] -0.0440199730 -0.259787187 0.5502843465 0.2842877964 -0.109660134
## [228,] 0.3329957885 0.036826055 -0.2049541384 0.2626408744 -0.750145355
## [229,] 0.1215628839 -0.094751556 0.2064478337 -0.1712631393 -0.118218418
## [230,] 0.6939227044 -0.778705222 -0.2791605905 0.4395951639 -0.021785977
## [231,] 0.8715472313 -1.033260101 -1.3598595019 -0.6415442102 -0.474075373
## [232,] -0.4758755291 -1.484786439 0.3293421208 -0.2638520278 0.091376041
## [233,] -0.5484176725 0.022726231 0.4222131320 0.6274254195 0.023635961
## [234,] -0.2677266988 0.051241301 0.1419049070 -0.5127814021 0.575023748
## [235,] 0.1332404711 0.121233035 0.2148547992 0.2828697089 0.240117702
## [236,] 0.1883089347 0.007507890 -0.2776975231 -0.4053750968 -0.065223851
## [237,] -0.0824181076 0.343050628 0.1695750853 -0.1389895644 0.577514602
## [238,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [239,] 0.0729891851 -0.213139020 -0.1873491870 -0.3933504805 0.376237775
## [240,] -0.2366246019 -0.592552744 0.5125457899 0.3885495433 -0.246345601
## [241,] -0.9160318574 -0.716452773 0.4207880034 0.0282777793 0.278471461
## [242,] -0.5401236257 -0.124822269 -0.0157853138 -0.4873363019 0.110417301
## [243,] -0.3618530254 -0.143215902 0.3773876081 0.4299949796 0.251241380
## [244,] -0.9405625274 0.659674685 -0.2224673098 0.2221220385 -0.200920421
## [245,] 0.4887537224 -0.405770984 -1.0966405253 -0.7956981578 -0.184118158
## [246,] -0.3419236323 -0.442971227 -0.7358077795 0.7206943006 0.285280066
## [247,] -0.1325736758 0.865811470 0.2099547422 -0.3751649276 0.699322533
## [248,] -0.0981992678 -0.760918851 0.1767574925 -0.1077240324 0.741096803
## [249,] 0.1570825611 -0.024362994 0.0877270064 0.2014461075 -0.152992977
## [250,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [251,] 0.0645541175 0.033125900 -0.0790978792 -0.0338010865 -0.144207526
## [252,] -0.1231387379 1.044426492 0.1392665480 -0.6679287371 0.538123293
## [253,] 0.0733180521 0.058969879 -0.3083578446 -0.1503675871 -0.480419262
## [254,] -0.1306722766 0.499971037 0.0165924205 0.1990009475 0.766947828
## [255,] 0.1918584025 -0.379484857 1.2718925892 0.2612550813 -0.140476848
## [256,] -0.9204591765 0.598936503 -0.0166214816 0.0223070852 -0.756588122
## [257,] -0.1678269837 1.316882594 -0.3015092423 0.2158717702 0.206519546
## [258,] -0.3089808267 0.439624327 -0.6085488220 -0.4043381300 0.034762575
## [259,] 0.2652905845 0.377775233 0.3769690331 0.3955725938 -0.009352191
## [260,] 0.7484275344 -0.403463229 0.1346106412 0.2652496915 -0.629803687
## [261,] 0.4697749233 -0.121943330 1.1568165890 -0.1177668793 -0.910971676
## [262,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [263,] -0.7777404706 -0.081379470 -0.1063657118 0.2096302765 0.162494590
## [264,] 0.0065957932 0.102489525 -0.1944101653 -0.2454251045 0.213308960
## [265,] 0.7484275344 -0.403463229 0.1346106412 0.2652496915 -0.629803687
## [266,] -0.1918704973 0.060887618 0.1376525359 -0.0174187480 -0.434110614
## [267,] -0.0110980210 0.184633652 -0.4301730193 -0.1740625943 -0.324437364
## [268,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [269,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [270,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [271,] -0.2253199500 0.490331707 0.8555508506 -1.1318066378 0.453505111
## [272,] 0.0645541175 0.033125900 -0.0790978792 -0.0338010865 -0.144207526
## [273,] 0.2741033047 -0.186453595 -0.1607313795 -0.2085014685 -0.052508588
## [274,] -0.9667614171 -0.655087018 0.3201314951 -0.2204194220 0.592241070
## [275,] -0.6842045047 0.176007849 0.2613180502 0.2653370771 -0.104845039
## [276,] 0.0113266733 -0.261753654 -0.0949209212 0.3689321407 -0.195503786
## [277,] -0.7994676361 -0.263719666 0.0230027614 0.1311637212 -0.322509014
## [278,] 0.6619101449 0.124444570 0.1278075631 -0.4561869989 -0.052480151
## [279,] 0.1780397096 0.068617133 0.0312347102 0.2167938587 -0.659847905
## [280,] -0.1753995924 -0.352935324 -0.1000061733 -0.4459635880 0.939969022
## [281,] 0.5412758166 -0.827640572 -0.8292800917 0.0024599721 -0.598481827
## [282,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [283,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [284,] -0.4349412051 0.965379415 0.1148165150 0.7069522397 -0.401167140
## [285,] -0.8502606937 0.103400092 -0.1904047929 -0.5182710262 -0.185307354
## [286,] 0.0363754530 0.785664354 0.1132956294 -0.5319265418 0.750968413
## [287,] -0.1501320447 -0.435444577 0.7474761984 0.3246754446 0.034421614
## [288,] -0.0812333407 0.243189523 -0.0059095860 0.8699330231 0.441227652
## [289,] -0.1860375373 -0.813922695 -0.0287039278 0.2463466845 -0.407043471
## [290,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [291,] 1.0836387670 -0.582655400 -1.5396235370 0.3383366447 0.370112184
## [292,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [293,] -0.6868152959 -0.349086811 -0.3907886248 0.4485059332 0.646685780
## [294,] 0.2950430648 0.028669014 -0.2734829437 -0.6329898976 -0.284946907
## [295,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [296,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [297,] 1.0871406685 0.445302054 -0.5266316983 0.4781642417 0.280479602
## [298,] -0.0500562119 0.429954067 0.1772078325 0.0025172772 0.205039172
## [299,] 0.3017945268 0.042999123 -0.1673649337 -0.1547801515 -0.580864230
## [300,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [301,] 0.1142140111 0.328446280 0.2310938234 -0.5428261791 0.120886474
## [302,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [303,] 0.0020593982 -0.092485331 0.0496828402 0.3856527837 0.020850294
## [304,] 0.6323077269 -0.215242056 0.1044161351 0.1575662140 -0.253851703
## [305,] -1.2753483594 0.303602844 -0.5320765943 -0.3063411594 -0.086768618
## [306,] 0.2338265123 -0.038969037 0.1802891909 -0.1414110434 0.113674873
## [307,] -1.2164272778 0.564697954 0.5643104231 -0.1554508760 -0.312281805
## [308,] 1.2640671141 -0.991929135 1.8427737501 -0.1123951467 -0.411168416
## [309,] 0.0645541175 0.033125900 -0.0790978792 -0.0338010865 -0.144207526
## [310,] -0.0431185045 -0.258705550 -0.0640820822 0.0515734788 -0.325080665
## [311,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [312,] -0.6600120981 0.159123782 0.3641848440 0.5892440665 -0.343941879
## [313,] -0.1169926650 0.491139379 0.1883718084 -0.4428717818 0.073408239
## [314,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [315,] 0.0873661130 -1.068151129 0.3896791987 0.1393804034 -0.316816948
## [316,] -0.1717852704 0.004791919 0.7592358185 0.1930070399 -0.531323173
## [317,] -0.6868227813 0.318359120 0.3694939413 0.7175242375 -0.338083695
## [318,] -0.0396089356 0.183155000 -0.1949546843 0.0685744422 0.369505145
## [319,] -0.5359442393 0.074831552 -0.0808612655 0.4224869730 -0.216758827
## [320,] 0.1571233224 0.193626651 0.0169582265 0.5401003076 0.163007529
## [321,] 0.0251506640 0.210954905 0.4868903488 -0.1587508105 0.679256233
## [322,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [323,] -0.1959523983 -0.422985201 -0.2908065935 -0.8909127379 0.185460771
## [324,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [325,] 0.0020593982 -0.092485331 0.0496828402 0.3856527837 0.020850294
## [326,] 0.2422031760 -0.624618587 -0.3118711493 -0.0872811597 -0.392687646
## [327,] -0.1439895672 -0.331168582 0.1939045851 -0.4383296982 0.158726974
## [328,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [329,] 0.2808373783 -0.049981004 -0.1108726375 -0.1701279028 -0.074009301
## [330,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [331,] 0.1312793178 1.012486788 -0.5470940072 -0.1300880793 -0.289931310
## [332,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [333,] -0.2939448699 -0.080962194 0.5422670813 0.5778473291 0.090488321
## [334,] -0.0111875363 -0.085517330 0.2617680050 0.3914009303 0.369195843
## [335,] -0.5300790835 0.308649515 0.3602507402 0.0572956303 -0.460657729
## [336,] -1.1219128532 -0.437368428 0.0458314936 -0.4413800526 -0.241394538
## [337,] 0.1318348408 0.218560787 0.1803184797 -0.0132235834 0.501954209
## [338,] 0.1883089347 0.007507890 -0.2776975231 -0.4053750968 -0.065223851
## [339,] 0.2609083970 0.454943332 -0.4506144983 0.8213968234 0.070695710
## [340,] 0.8869211925 -0.096968743 -1.6535128575 -0.5811487209 -0.559195811
## [341,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [342,] -0.1937772820 0.248674812 -0.3422170641 -0.2826596373 -0.802580282
## [343,] 0.5698866735 0.321225286 -0.3118010171 -0.1721917335 0.542924964
## [344,] 0.1165837553 -0.262607283 0.9062267055 -0.2073065474 0.307098894
## [345,] 0.8545314354 -0.251104419 -0.4230109171 0.8217061767 -0.015693727
## [346,] 0.7724550768 0.829866918 -0.1730237182 -0.9135699416 -0.301653597
## [347,] 0.3545070386 -0.240115501 0.0369205041 -0.5000471099 0.314321192
## [348,] -0.0604230215 -0.767814352 -0.3108269461 -0.2656338806 -0.683423070
## [349,] -0.2948711975 0.201255109 0.3310118517 0.8238802251 0.095457371
## [350,] -0.5507590957 0.362909319 0.0680644675 0.5758817934 -0.240406831
## [351,] 0.1883089347 0.007507890 -0.2776975231 -0.4053750968 -0.065223851
## [352,] 0.1222003613 0.054253118 -0.2273329755 -0.1641308533 -0.359535991
## [353,] -0.2058876910 -0.938650714 -0.6025486245 0.6524070259 0.221403444
## [354,] 0.4937752044 0.172704370 -0.1367280288 0.0147125028 -0.302991946
## [355,] 0.0750810722 -0.372355102 0.1724213631 -0.1125617938 0.365046270
## [356,] -0.0475801950 -0.353574000 0.1420099440 0.2131517239 0.166414110
## [357,] 0.0678023475 0.167041696 0.1487465478 -0.1948676571 -0.592160464
## [358,] 0.0750810722 -0.372355102 0.1724213631 -0.1125617938 0.365046270
## [359,] -0.4141388540 0.163038880 0.0666934896 0.0175164222 -0.433910456
## [360,] 0.0262815899 -0.044726731 -0.0270794742 0.1926927671 -0.068287916
## [361,] -0.1179740008 0.134488953 0.0890701236 0.3767084104 -0.471407917
## [362,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [363,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [364,] 0.0020593982 -0.092485331 0.0496828402 0.3856527837 0.020850294
## [365,] 0.1402647058 0.309491916 0.0174429122 -0.0170511698 -0.837091835
## [366,] 0.0043150155 0.225696204 -0.1849009319 -0.5720287315 0.516732459
## [367,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [368,] 0.9444631224 -0.540401710 -0.3208019536 0.2276807597 0.066364502
## [369,] -0.4118773418 -0.041277301 -0.0159135270 0.3928667476 -0.279963175
## [370,] 0.2808373783 -0.049981004 -0.1108726375 -0.1701279028 -0.074009301
## [371,] 0.2808373783 -0.049981004 -0.1108726375 -0.1701279028 -0.074009301
## [372,] 0.5776593910 0.125412773 -0.3458854185 0.3287140336 -0.495718769
## [373,] 0.2569747500 -0.348122096 0.1444220518 0.0161804455 0.167865294
## [374,] 0.5246917716 -0.348557812 0.0969361403 -0.4334366153 0.213338032
## [375,] 0.0465482229 0.205760870 -0.5784081157 -0.3043923611 -0.539765828
## [376,] 0.0250282688 0.167821450 -0.5450578814 -0.4798906713 -0.332347704
## [377,] 0.0518780184 -0.200993796 0.0806000648 0.2628099436 -0.053328973
## [378,] -0.3600504381 0.332067621 0.0869586910 -0.3427952612 -0.300909757
## [379,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [380,] 0.1606964151 -0.196719452 0.1661431782 0.3796557343 0.306376983
## [381,] -0.4537100906 -0.354688274 0.2354509186 0.0942257157 0.144166758
## [382,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [383,] 0.0645541175 0.033125900 -0.0790978792 -0.0338010865 -0.144207526
## [384,] -0.1390822921 0.004186933 0.0653503723 -0.1577458808 -0.115495516
## [385,] -0.4473607402 0.144811586 -0.2003185782 0.2679721092 -0.554102326
## [386,] -0.2950730736 -0.458922395 0.3519112566 0.0882286663 0.429693448
## [387,] 0.0296783382 -0.901718711 0.7523461601 0.0847301176 -0.330869136
## [388,] 0.1570825611 -0.024362994 0.0877270064 0.2014461075 -0.152992977
## [389,] 0.1931946628 -0.096597105 -0.0296334974 -0.3984167019 0.127638869
## [390,] 0.4471532533 -0.184023066 0.1714744341 0.2876945669 -0.481513134
## [391,] -0.2883750150 0.127234180 0.1164127721 0.1174225454 0.401330492
## [392,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [393,] -0.7842929998 0.076471586 0.2461833831 0.2183068822 -0.369263279
## [394,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [395,] 0.4406298176 -0.238246020 -0.1307480731 -0.6057700003 0.127894944
## [396,] -0.1179740008 0.134488953 0.0890701236 0.3767084104 -0.471407917
## [397,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [398,] 0.8095256221 1.188626217 -0.0200282209 0.8485075068 -0.417929305
## [399,] -0.1098237517 0.157107350 -0.0766067100 -0.0761598510 0.180420709
## [400,] 0.0176702536 -1.521222049 0.7331854268 0.3863130448 -0.371297065
## [401,] 1.2308372211 1.005336073 0.0591335523 0.5058768767 -0.258208752
## [402,] 0.0876160641 -0.277050428 -0.4726502112 -0.2386889109 0.014445666
## [403,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [404,] -0.5354413730 -0.012915262 -0.2416754973 0.1504432720 0.383963048
## [405,] 0.7848187049 -0.019915691 0.1782321962 -0.3579657992 -0.125524100
## [406,] -0.1313486879 0.405747218 0.4380633301 0.6658076369 0.448538394
## [407,] 0.3119587216 1.012910295 -0.3075025163 0.0324916655 -0.008238302
## [408,] -0.1507872442 -0.072953909 0.1085624338 -0.7754837197 0.164750842
## [409,] -0.1091523733 -0.111853915 -0.0517185139 -0.1766819209 0.064560637
## [410,] 0.1570825611 -0.024362994 0.0877270064 0.2014461075 -0.152992977
## [411,] 0.1522823807 0.135650334 0.4363773400 -0.5244149496 0.185985451
## [412,] 0.4352286541 -0.172099613 0.1023214251 -0.2462782169 0.232267767
## [413,] 0.0778974289 -0.746669118 0.0747395539 -0.0270823511 0.761342946
## [414,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [415,] 0.1222003613 0.054253118 -0.2273329755 -0.1641308533 -0.359535991
## [416,] 0.1927785461 0.159732251 -0.3653562025 -0.2960599734 -0.183195842
## [417,] -0.1010490736 0.349880250 -0.2870938125 -0.4749496133 0.569171637
## [418,] -0.1351649185 0.300742505 -0.4951207578 -0.1444423689 -0.261233017
## [419,] -0.2967805258 0.117247692 0.5929241146 0.5684561482 0.176196649
## [420,] -0.3336849558 0.560997353 -1.0268979341 -0.1636851672 -0.581985071
## [421,] -0.0521332700 0.275737953 0.1708270868 -0.0054593436 -0.349951628
## [422,] -0.2650482509 0.087250160 0.1427275369 0.3649619996 -0.485630367
## [423,] -0.1390822921 0.004186933 0.0653503723 -0.1577458808 -0.115495516
## [424,] -0.1560112813 -0.083341581 0.3655812356 -0.3332926135 0.327498999
## [425,] 0.0991242369 0.045000632 -0.0275852797 -0.0101779105 0.204523510
## [426,] -0.7384814555 -0.213453929 0.6302938203 -0.5191805561 -0.273957697
## [427,] -0.0595016271 -0.057241878 0.6907388390 0.3525427418 -0.089251813
## [428,] 0.4153915508 0.293304354 0.2999621197 0.3894922758 0.780469447
## [429,] 0.1053196873 -0.232933493 -0.0298109061 -0.2848597383 0.369696005
## [430,] 0.5293213941 0.488861891 -0.0626900409 0.4154651241 -0.264743749
## [431,] 0.2808373783 -0.049981004 -0.1108726375 -0.1701279028 -0.074009301
## [432,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [433,] 0.0991242369 0.045000632 -0.0275852797 -0.0101779105 0.204523510
## [434,] 0.1606964151 -0.196719452 0.1661431782 0.3796557343 0.306376983
## [435,] -0.1836310522 0.546600012 0.2264594556 0.4467887013 0.084192422
## [436,] -0.2290329554 0.196528190 0.2428427127 0.1649219640 -0.016696977
## [437,] 0.0991242369 0.045000632 -0.0275852797 -0.0101779105 0.204523510
## [438,] 0.1897931650 0.149197161 0.2956307658 0.1984004346 0.144437722
## [439,] -1.1961976495 -0.324381051 0.1579185837 -0.4960758935 -1.153049626
## [440,] 0.7627785798 -0.045978188 -0.0288195793 -0.3825119820 -0.232259309
## [441,] -0.7993729743 0.125042465 0.0427683363 0.8576602524 0.822992433
## [442,] 0.0347102272 0.220423947 0.4436524754 0.2415292036 -0.142277073
## [443,] 0.2546237610 0.253186891 0.9627521642 0.6135966556 -0.148826477
## [444,] -0.0172953081 0.099618457 0.0902181756 0.1590873430 0.171635259
## [445,] 0.0494846437 -0.216088037 0.0647418241 -0.1826789703 0.350087327
## [446,] 0.1318348408 0.218560787 0.1803184797 -0.0132235834 0.501954209
## [447,] 0.2222859586 0.346226274 0.2966643052 0.0321260994 0.119638664
## [448,] 0.0369815652 -0.251907033 -0.0323244716 -0.0562516760 0.493486244
## [449,] -0.2147344305 0.155694685 -0.2857247678 -0.2980073886 -0.295725354
## [450,] -0.1390822921 0.004186933 0.0653503723 -0.1577458808 -0.115495516
## [451,] 0.3165311005 0.134109106 -0.7898095288 0.7305072038 -1.063352199
## [452,] -0.0981352178 -0.128425327 0.3557039115 0.2861066738 -0.194240163
## [453,] -0.4257809756 -1.274553248 -0.4776413638 0.0568710890 0.580114999
## [454,] -0.1390822921 0.004186933 0.0653503723 -0.1577458808 -0.115495516
## [455,] -0.1503358965 0.047585513 0.0814373765 0.2352015689 -0.098932487
## [456,] 0.0344212939 -0.005581891 0.0573155874 0.5271596252 -0.351625136
## [457,] 0.0369815652 -0.251907033 -0.0323244716 -0.0562516760 0.493486244
## [458,] 0.0402467110 -0.510920207 -0.1541793120 0.2665104653 0.282950074
## [459,] -0.1390822921 0.004186933 0.0653503723 -0.1577458808 -0.115495516
## [460,] 0.0991242369 0.045000632 -0.0275852797 -0.0101779105 0.204523510
## [461,] 0.1570825611 -0.024362994 0.0877270064 0.2014461075 -0.152992977
## [462,] -0.2555018370 0.058804758 0.1831538276 0.0115193727 -0.148383767
## [463,] -0.1390822921 0.004186933 0.0653503723 -0.1577458808 -0.115495516
## [464,] -0.2710299090 -0.041566662 0.1519046139 0.1906125495 0.269170688
## [465,] -0.5898937250 0.227984496 -0.0998983263 -0.6099314629 -0.408332512
## [466,] 0.1350999866 -0.040452387 0.0584636393 0.3095385578 0.291418039
## [467,] 0.3229288626 0.204242298 0.4495865342 -0.1562309588 0.237699398
## [468,] 0.3995453003 0.201240548 0.6658361969 -1.0339171004 0.612107458
## [469,] 0.4982730320 -0.409976800 -0.0183752283 0.2026248453 -0.313813915
## [470,] -0.0172953081 0.099618457 0.0902181756 0.1590873430 0.171635259
## [471,] 0.4513673005 0.207851334 0.3860110387 0.7092087441 0.867363976
## [472,] 0.0344212939 -0.005581891 0.0573155874 0.5271596252 -0.351625136
## [473,] -0.3388121403 0.390673548 -0.2129657069 0.4635651973 -0.174656792
## [474,] 0.4675047419 0.489627936 0.2190192253 -0.2596783248 -0.018664562
## [475,] 0.8801472839 -0.495571314 -0.2319324526 -0.0362712039 -0.503878182
## [476,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [477,] 0.1239191812 0.222303920 0.7304002733 -0.0513645372 -0.219751557
## [478,] -0.2617435593 0.022968036 0.0349389533 0.1679676369 -0.314127676
## [479,] -0.1628921001 -0.075093167 0.1960107954 0.4767346838 -0.606779191
## [480,] -0.2030213617 0.428838537 0.3196426565 -0.2431566215 0.248382177
## [481,] 0.0344212939 -0.005581891 0.0573155874 0.5271596252 -0.351625136
## [482,] 0.1606964151 -0.196719452 0.1661431782 0.3796557343 0.306376983
## [483,] -0.5092364379 -0.082380360 0.2448402659 0.0430445793 -0.050848339
## [484,] -0.2977193090 0.108421055 -0.0511099657 -0.1517488314 -0.401022206
## [485,] -0.2977193090 0.108421055 -0.0511099657 -0.1517488314 -0.401022206
## [486,] -0.0882574824 -0.367978294 -0.4070531166 -0.2884531971 0.204840995
## [487,] -0.2977193090 0.108421055 -0.0511099657 -0.1517488314 -0.401022206
## [488,] -0.2119249390 -0.085540430 0.0658561779 0.0451247968 -0.388306943
## [489,] -0.2316107357 0.061675827 -0.1014745133 -0.3929930748 -0.106710066
## [490,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [491,] 0.4594295971 -0.009106183 0.1098120228 -0.0202886735 -0.089914745
## [492,] 0.3474827609 -0.240128231 -0.2062956632 0.4368123711 0.168397414
## [493,] 0.4147913576 -0.270926505 0.1638416869 0.1461877254 -0.109037704
## [494,] 0.0991242369 0.045000632 -0.0275852797 -0.0101779105 0.204523510
## [495,] 0.2808373783 -0.049981004 -0.1108726375 -0.1701279028 -0.074009301
## [496,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [497,] -0.0595127801 0.149234753 -0.1440456177 -0.0041808611 -0.081003179
## [498,] 0.0991242369 0.045000632 -0.0275852797 -0.0101779105 0.204523510
## [499,] 0.0344212939 -0.005581891 0.0573155874 0.5271596252 -0.351625136
## [500,] 0.1164275216 -0.078973971 -0.2779739094 0.3682551251 0.186680580
## [501,] 0.0731982297 0.317232587 -0.3937691966 0.1547242651 -0.609997159
## [502,] 0.1606964151 -0.196719452 0.1661431782 0.3796557343 0.306376983
## [503,] 0.0020593982 -0.092485331 0.0496828402 0.3856527837 0.020850294
## [504,] 0.1264573861 -0.163706654 0.3224966052 0.5675849893 -0.173165965
## [505,] -0.0126957701 0.261832831 0.1903070285 -0.1189157831 0.255910616
## [506,] 0.3043148308 -0.122520428 0.1400623010 0.0692899678 -0.001845785
## [507,] 0.0405118734 -0.007067061 0.1253184141 -0.1483951790 -0.336823755
## [508,] -0.1156855403 0.716538591 0.7445615904 0.0586614420 -0.336627418
## [509,] -0.2992034526 -0.399697023 0.1104878105 -0.4629972275 0.058278122
## [510,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [511,] 0.2428769311 -0.218324478 0.2046931499 0.3983197357 -0.140277714
## [512,] -0.1390822921 0.004186933 0.0653503723 -0.1577458808 -0.115495516
## [513,] -0.2316107357 0.061675827 -0.1014745133 -0.3929930748 -0.106710066
## [514,] 0.0404257381 -0.880517341 -0.0309349836 -0.0288334346 0.354334624
## [515,] -0.2617435593 0.022968036 0.0349389533 0.1679676369 -0.314127676
## [516,] -0.5900099886 -0.173087326 0.0736316613 0.1465017935 0.172470895
## [517,] -0.7842929998 0.076471586 0.2461833831 0.2183068822 -0.369263279
## [518,] 0.0681679715 -0.139230559 -0.0006817074 0.1444085403 0.315162433
## [519,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [520,] 0.1222003613 0.054253118 -0.2273329755 -0.1641308533 -0.359535991
## [521,] 0.0683469986 -0.508827693 0.1225626210 -0.1509353596 0.386546983
## [522,] 0.0065957932 0.102489525 -0.1944101653 -0.2454251045 0.213308960
## [523,] -0.1098237517 0.157107350 -0.0766067100 -0.0761598510 0.180420709
## [524,] -0.2977193090 0.108421055 -0.0511099657 -0.1517488314 -0.401022206
## [525,] -0.1543660557 -0.321233066 -0.3566885690 -0.0472089536 -0.089471145
## [526,] -0.0789137582 0.027567693 -0.2539507830 -0.3489798654 0.069210372
## [527,] 0.1570825611 -0.024362994 0.0877270064 0.2014461075 -0.152992977
## [528,] 0.4014712729 0.060257442 -0.0055002632 -0.2319126916 0.267601741
## [529,] -0.2977193090 0.108421055 -0.0511099657 -0.1517488314 -0.401022206
## [530,] 0.1583551382 -0.400797036 -0.0180397281 -0.1397582849 -0.201256911
## [531,] -0.0595127801 0.149234753 -0.1440456177 -0.0041808611 -0.081003179
## [532,] -0.2169308501 -0.658709189 -0.2109356259 -0.1768341355 0.085937197
## [533,] 0.3168131280 -0.135434023 -0.0248237185 0.1495885656 0.012885228
## [534,] 0.1930583108 -0.109816013 0.1737759254 0.5211625758 -0.066098447
## [535,] 0.2787573609 -0.313914970 -0.1442894499 0.0736240744 0.666898533
## [536,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [537,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [538,] -0.0990649243 -0.067830891 -0.1243968041 0.6019191070 -0.469023935
## [539,] -0.7520101421 0.646105690 0.3283939746 0.3790057923 -0.122422267
## [540,] 0.1570825611 -0.024362994 0.0877270064 0.2014461075 -0.152992977
## [541,] 0.5101842403 -0.168785809 -0.1819840008 -0.2177680712 -0.139997051
## [542,] -0.4243163512 -0.162129219 0.3562627937 0.8824649491 0.050365540
## [543,] 0.1318348408 0.218560787 0.1803184797 -0.0132235834 0.501954209
## [544,] 0.1222003613 0.054253118 -0.2273329755 -0.1641308533 -0.359535991
## [545,] -0.0595127801 0.149234753 -0.1440456177 -0.0041808611 -0.081003179
## [546,] 0.0065957932 0.102489525 -0.1944101653 -0.2454251045 0.213308960
## [547,] 0.0065957932 0.102489525 -0.1944101653 -0.2454251045 0.213308960
## [548,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [549,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [550,] -0.3072628741 0.213183579 -0.4525496534 -0.5332545825 -0.286939904
## [551,] 0.1840354018 0.036985024 0.4520258528 -0.3165058596 -0.170241575
## [552,] -0.0518654275 0.087743725 0.0387055761 0.1354641670 -0.177095777
## [553,] -0.0397590275 0.339431687 -0.0391458647 0.1808498513 -0.137465911
## [554,] -0.9019410700 0.156555356 0.0675387126 0.5720534791 -0.685176428
## [555,] -0.6054730253 0.390974492 0.7924748700 -0.5774625766 -0.435733523
## [556,] -0.3679660599 0.355947505 -0.0135816869 0.3258294014 0.009596435
## [557,] 0.5754637796 -0.045382995 -0.4210705303 0.3655696300 -0.415652778
## [558,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [559,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [560,] -0.9278410282 0.788818714 0.0203760560 -0.2000984064 0.182448467
## [561,] -0.1098237517 0.157107350 -0.0766067100 -0.0761598510 0.180420709
## [562,] -0.0595127801 0.149234753 -0.1440456177 -0.0041808611 -0.081003179
## [563,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [564,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [565,] 0.0321922218 -0.053777539 -0.0867306264 -0.1753079280 0.228267904
## [566,] -0.1759323251 0.203852578 -0.0262421624 0.1650843924 -0.113891430
## [567,] 0.7641098758 0.770244791 0.0301422631 0.3963239828 -0.084515281
## [568,] 0.2063133333 -1.144034669 -0.4861682616 0.2633728622 -0.144071414
## [569,] 0.1570825611 -0.024362994 0.0877270064 0.2014461075 -0.152992977
## [570,] 0.6879584111 0.384627769 0.0537702971 0.4094680747 0.020782941
## [571,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [572,] -0.5300348353 -0.606610969 0.6307670164 -0.2364383452 -0.642108970
## [573,] -0.1351649185 0.300742505 -0.4951207578 -0.1444423689 -0.261233017
## [574,] -0.0923657719 -0.407502184 -0.9121532368 1.1196574078 0.776439982
## [575,] 0.0991242369 0.045000632 -0.0275852797 -0.0101779105 0.204523510
## [576,] -0.5514588734 -0.376392435 0.0265524187 -0.7537430200 -0.313885280
## [577,] -0.1517485597 -0.003148127 -0.2512751139 -0.0666228784 0.301452599
## [578,] 0.5234954223 0.222344997 -0.4931514094 -0.2907169058 -0.557790328
## [579,] -0.0172953081 0.099618457 0.0902181756 0.1590873430 0.171635259
## [580,] -0.3415043285 -0.315890102 0.3329334598 -0.3390113465 0.056002220
## [581,] -0.0595127801 0.149234753 -0.1440456177 -0.0041808611 -0.081003179
## [582,] -0.4141388540 0.163038880 0.0666934896 0.0175164222 -0.433910456
## [583,] -0.0430437999 -0.158599143 -0.1020830615 -0.4179261643 0.358872777
## [584,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [585,] -0.4749786407 0.058607369 0.1748900163 0.4916775001 0.357748669
## [586,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [587,] 0.0020593982 -0.092485331 0.0496828402 0.3856527837 0.020850294
## [588,] -0.2977193090 0.108421055 -0.0511099657 -0.1517488314 -0.401022206
## [589,] -0.4558730926 0.083503571 0.0530413947 0.2229944537 0.122482939
## [590,] 0.1196636853 0.503923329 0.3310838233 0.3755103414 0.058996765
## [591,] 0.0696249296 0.578366891 0.1536582758 0.1233759696 -0.045722636
## [592,] -0.0532879220 -0.189774551 0.1823165159 0.0391277474 -0.102780253
## [593,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [594,] -0.1890681159 0.284708436 0.5467533798 -0.6509586818 -0.013869645
## [595,] 0.0991242369 0.045000632 -0.0275852797 -0.0101779105 0.204523510
## [596,] -0.3888933352 -0.126629876 0.2853213839 0.2652047125 -0.452970163
## [597,] 0.3033215699 0.643562001 0.2512571205 -0.5654743538 -0.182296612
## [598,] -0.3598003511 -0.977780393 0.6425107545 -0.5384148925 -0.536254009
## [599,] 0.4245473974 0.069509928 -0.2052479591 -0.3858656344 -0.296457759
## [600,] 0.1581761111 -0.031199902 -0.1412840565 0.1555856150 -0.272641461
## [601,] -0.3473589022 -0.152667614 0.0412171381 -0.3242498912 -0.255458389
## [602,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [603,] -0.2977193090 0.108421055 -0.0511099657 -0.1517488314 -0.401022206
## [604,] -0.0595127801 0.149234753 -0.1440456177 -0.0041808611 -0.081003179
## [605,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [606,] 0.4679295571 -0.983408093 0.1530848915 -0.4669342353 0.324220735
## [607,] -0.0293902906 0.296463014 0.1579576249 0.1005617765 -0.043181400
## [608,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [609,] 0.0622573396 -0.130179751 0.0589694448 0.5124092354 0.018606613
## [610,] 0.5771078256 -0.456365729 0.3237695797 0.1245442090 -0.557277556
## [611,] -0.7816939936 -0.349708701 -1.7039745292 0.1514414268 0.121346293
## [612,] 0.3460407758 0.320608264 0.0980646613 -0.3394479109 0.198622339
## [613,] 0.2808373783 -0.049981004 -0.1108726375 -0.1701279028 -0.074009301
## [614,] -0.1390822921 0.004186933 0.0653503723 -0.1577458808 -0.115495516
## [615,] -0.4155227778 -0.773123149 0.0315887664 -0.0249166028 0.406266539
## [616,] -0.0595127801 0.149234753 -0.1440456177 -0.0041808611 -0.081003179
## [617,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [618,] 0.2705736627 0.313712282 0.5800014669 0.4748598875 0.549976193
## [619,] 0.1570825611 -0.024362994 0.0877270064 0.2014461075 -0.152992977
## [620,] -0.0828419204 0.161264056 0.0246634898 0.1827945897 -0.151309524
## [621,] -0.6561854980 0.843996879 -0.8405559233 0.0125510353 -0.391507926
## [622,] -0.8944883105 0.259373905 0.1633150054 -0.3174545662 0.112952675
## [623,] -0.1390822921 0.004186933 0.0653503723 -0.1577458808 -0.115495516
## [624,] 0.1318348408 0.218560787 0.1803184797 -0.0132235834 0.501954209
## [625,] -0.1063716881 0.177747088 0.2732541317 -0.1607915537 0.181935183
## [626,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [627,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [628,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [629,] 0.2808373783 -0.049981004 -0.1108726375 -0.1701279028 -0.074009301
## [630,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [631,] -0.3618530254 -0.143215902 0.3773876081 0.4299949796 0.251241380
## [632,] 0.1574312693 0.062293722 0.2879980186 0.0568935931 0.516913152
## [633,] 0.1154015729 -0.184977026 0.3652961670 -1.2710501954 0.291489970
## [634,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [635,] 0.7125417888 -0.389238545 0.3484086194 0.4939188970 -0.690126110
## [636,] -0.3713598935 0.079960550 0.3510275742 0.2636811026 0.296033641
## [637,] -0.1351649185 0.300742505 -0.4951207578 -0.1444423689 -0.261233017
## [638,] -0.2977193090 0.108421055 -0.0511099657 -0.1517488314 -0.401022206
## [639,] 0.0645541175 0.033125900 -0.0790978792 -0.0338010865 -0.144207526
## [640,] -0.0015544559 0.079871128 -0.0287333316 0.2074431569 -0.438519666
## [641,] -0.0595127801 0.149234753 -0.1440456177 -0.0041808611 -0.081003179
## [642,] -0.4863317331 -0.118440340 -0.3617832382 0.3497605752 0.395287144
## [643,] 0.4476769581 -0.145809216 -1.2102375812 0.0072859136 -0.708708162
## [644,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [645,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [646,] -0.2316107357 0.061675827 -0.1014745133 -0.3929930748 -0.106710066
## [647,] -0.0835559447 -0.268120980 0.0559610250 -0.1065647444 0.079519581
## [648,] -0.0835559447 -0.268120980 0.0559610250 -0.1065647444 0.079519581
## [649,] 0.0311561481 0.253431283 0.1791704278 0.2043974840 -0.141088967
## [650,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [651,] -0.3478598128 -0.100244847 0.3861296937 0.8707509780 0.405193884
## [652,] 0.0645541175 0.033125900 -0.0790978792 -0.0338010865 -0.144207526
## [653,] -0.2406536338 0.209007082 -0.7778506356 0.3004603079 0.029143083
## [654,] -0.0636841178 0.429038822 0.3037467627 -0.0421598625 0.103037642
## [655,] -0.6478026910 0.784745065 0.3655604860 -0.2972143214 -0.315619370
## [656,] -0.2198056584 -0.247402878 0.2173581579 0.3638630018 -0.066845086
## [657,] 0.1883089347 0.007507890 -0.2776975231 -0.4053750968 -0.065223851
## [658,] 0.4646458934 0.103621273 0.1722712338 -0.0532967362 0.013385252
## [659,] -0.0339163516 -0.007032311 -0.0363660788 0.0659363154 -0.066044236
## [660,] -0.3790067736 0.189813983 0.0022868558 -0.1763973986 -0.113812064
## [661,] -0.1503358965 0.047585513 0.0814373765 0.2352015689 -0.098932487
## [662,] 0.0991242369 0.045000632 -0.0275852797 -0.0101779105 0.204523510
## [663,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [664,] 0.2808373783 -0.049981004 -0.1108726375 -0.1701279028 -0.074009301
## [665,] -0.0307630506 -0.166582934 0.6846350399 0.0061394152 -0.465961294
## [666,] -0.6285125252 -0.033921920 -0.2091292468 -0.1783660670 0.577856026
## [667,] -0.0690563452 0.253997277 -0.5454853054 -0.3856866123 0.033079122
## [668,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [669,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [670,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [671,] 0.1247206654 -0.111266433 0.0800942592 0.0599392660 0.219482453
## [672,] -0.1734384073 0.191073250 0.0668914952 0.2191883529 -0.375700806
## [673,] -0.1390822921 0.004186933 0.0653503723 -0.1577458808 -0.115495516
## [674,] 0.2770363816 -0.314902041 0.8160033180 -0.3230940622 0.259014835
## [675,] 0.1574312693 0.062293722 0.2879980186 0.0568935931 0.516913152
## [676,] 0.2826069530 0.516806166 -0.0970999746 -0.8574676374 0.516253557
## [677,] 0.1570825611 -0.024362994 0.0877270064 0.2014461075 -0.152992977
## [678,] -0.0477591847 0.160536602 -0.0292778506 0.5214427036 -0.282323481
## [679,] 0.3172757484 -0.157284049 0.0377898829 -0.1340021949 -0.224107664
## [680,] 0.2808373783 -0.049981004 -0.1108726375 -0.1701279028 -0.074009301
## [681,] 0.4528945748 1.169861743 -0.3788482615 0.8891812797 0.734126710
## [682,] -0.2501528114 -0.553383229 1.0039160238 -0.7550992193 -0.886971413
## [683,] -0.3689824494 0.139614158 0.4021793636 -1.5257446772 -0.079359252
## [,24] [,25] [,26] [,27] [,28]
## [1,] -0.023870906 -0.2533762299 0.060457998 0.097935932 -0.030603065
## [2,] -0.734807029 0.0536516959 -0.133515096 1.282100078 -0.396582018
## [3,] -0.042387890 -0.7096277444 -0.006793177 -0.281299221 -0.465836655
## [4,] 0.522366075 -0.2001565386 -0.335246573 0.127504221 -0.276401059
## [5,] -0.259186950 -0.3030214681 -0.047545892 -0.053492687 0.207683314
## [6,] 0.517170481 0.4928020473 0.969483524 1.372102760 -1.149202990
## [7,] 0.036512316 -0.1295981594 -0.102299087 0.220646090 -0.209412323
## [8,] -0.110976507 0.1216312254 0.289399359 -0.147099555 0.100490940
## [9,] -0.489072424 0.9632167877 0.920840864 -0.418364621 0.158732337
## [10,] -0.104260180 0.1098541111 -0.307757594 -0.073090989 0.402720550
## [11,] 0.238664209 -0.0341451650 -0.456332573 0.194267031 -0.420041224
## [12,] -0.114007166 0.1532870821 0.395142814 -0.259196287 0.080682723
## [13,] 0.319201024 0.1958002999 0.208092648 -0.129411639 -0.163797518
## [14,] 0.158357289 -0.2189931319 -0.408828945 0.089887101 -0.566215726
## [15,] 0.061009314 -0.3176369973 -0.511175376 0.107447198 -0.312449234
## [16,] -0.098598534 0.0750372533 0.431666352 0.142971252 0.270744129
## [17,] -0.117550435 -0.0007865872 0.040374971 -0.198187052 0.222639665
## [18,] -0.112717010 -0.1014343356 -0.059514155 -0.044993530 0.127094537
## [19,] -0.150613784 -0.2751729659 -0.064137046 -0.571733476 0.031836876
## [20,] 0.090631379 -0.1451354783 -0.016376134 -0.175802417 0.162670813
## [21,] 0.118125181 0.8189205963 -0.295000240 -0.172516804 -0.416562238
## [22,] 0.319905194 -0.4429985171 -1.151641353 0.170536275 0.246439297
## [23,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [24,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [25,] -0.579381021 -0.1770551337 -1.140255927 0.626232544 0.332025567
## [26,] 0.113634617 0.1336423200 -0.592855239 -0.269655898 -0.089557308
## [27,] -0.028704331 -0.1527284815 0.160347123 -0.055257590 0.064942064
## [28,] -0.114007166 0.1532870821 0.395142814 -0.259196287 0.080682723
## [29,] 0.324169704 0.1486729796 0.021044669 0.511455342 0.150006774
## [30,] 0.100344363 0.0230016217 -0.244722674 -0.394751960 -0.269638193
## [31,] -0.109173740 0.0526393337 0.295253688 -0.106002765 -0.014862406
## [32,] 0.049121687 0.2022624292 0.059662061 -1.312948675 0.801642457
## [33,] -0.101858049 0.0595299291 0.436274235 -0.016241110 -0.205260857
## [34,] -0.093082554 -0.0133512120 0.067232846 -0.444979015 0.112925285
## [35,] -0.114007166 0.1532870821 0.395142814 -0.259196287 0.080682723
## [36,] -0.183693865 0.0537629239 0.299432862 0.124018809 0.111671962
## [37,] 0.313540495 0.2380725450 -0.465755112 0.040058029 0.215544592
## [38,] -0.686327980 0.1834504251 0.615906495 0.133231800 -0.171629830
## [39,] 0.644875721 -0.3767509584 -0.368889163 0.194683899 0.617559651
## [40,] 1.178878565 -0.3516417461 -0.180390275 -0.187185854 -0.236351204
## [41,] -0.277001701 0.1170510356 0.447545846 0.017653922 0.803604430
## [42,] 0.290613335 -0.8608805199 -0.496353632 0.133806429 0.126061313
## [43,] -0.771941237 -0.2216764549 -0.048501273 -0.055363776 0.550505138
## [44,] 0.160992503 0.2025385482 0.076433464 -0.079869995 -0.171077897
## [45,] -0.629844999 -0.6261891527 0.524982949 -1.054463203 0.810491383
## [46,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [47,] -0.259186950 -0.3030214681 -0.047545892 -0.053492687 0.207683314
## [48,] 0.184738026 0.0797408995 0.422336122 0.405159893 -0.209387867
## [49,] -0.461696409 0.5897743894 -0.324710381 -0.939213721 -0.189689964
## [50,] 0.394408604 0.3205115569 0.060643007 -0.267774701 0.333508974
## [51,] 0.370307861 0.7098679030 1.020747056 -0.395090672 -0.345067391
## [52,] 0.984293844 0.6127453325 0.192267229 0.744178251 -1.147314716
## [53,] 0.211112074 -0.3224540600 -0.617954091 0.134493392 0.177130333
## [54,] -0.561559361 -0.5800157139 0.457624867 -0.529682759 0.025369586
## [55,] -0.926063148 1.6862959842 -0.501492946 -0.717024868 0.083918159
## [56,] 0.193556218 0.4741982033 -0.839036558 -0.095580736 0.034354113
## [57,] 0.684181977 -0.1361702848 -0.174370790 0.278950592 0.213566298
## [58,] 0.153416377 -0.4951128672 -0.643573472 -0.334412354 -0.517039603
## [59,] 0.196738880 0.4538104022 -0.574758894 0.217582549 -0.272960396
## [60,] 0.086265105 -0.5654790344 -0.018624826 0.001332726 -0.425149429
## [61,] -0.149699225 0.4578781242 -0.422110942 0.300507172 0.214099122
## [62,] -0.146429890 -0.0716086514 -0.052296040 -0.400198958 -0.125074704
## [63,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [64,] 0.394465201 -0.5629492746 0.167038804 -0.055292217 -0.120566575
## [65,] -0.112717010 -0.1014343356 -0.059514155 -0.044993530 0.127094537
## [66,] -0.531128358 0.1260123457 0.259157778 -0.287604053 0.454956264
## [67,] -1.739396357 -0.0257798199 0.281181813 -0.590066405 0.032267556
## [68,] -0.355858250 -0.3285573970 -0.143575716 0.368585727 -0.421346342
## [69,] 0.210899710 -0.1363468170 0.277238178 0.175762703 0.170207428
## [70,] 1.065158349 -0.9732618741 0.797973162 0.134276060 0.572775189
## [71,] -0.028544578 0.0620813181 0.571002534 0.786150175 -0.424468447
## [72,] -0.043349164 -0.5026445505 -0.180531753 0.525399121 0.881410649
## [73,] -0.055750661 -0.4959490020 -0.541568869 -0.058840913 0.499926741
## [74,] -0.401574729 -0.6322512897 0.006955194 0.395299678 -0.437732386
## [75,] 0.154485338 -0.1012590602 -0.061831964 -0.005213843 0.126556024
## [76,] 0.041010587 0.0543059695 0.541470882 0.049652444 -0.183448433
## [77,] 0.024870869 -0.2624940935 -0.297108171 -0.345938368 -0.511357823
## [78,] -0.052405930 0.3376806001 0.317562159 -0.359508604 -0.121301108
## [79,] 0.111932609 0.5048392487 -0.159979619 0.068760891 0.153364719
## [80,] -0.110234744 0.0061040082 0.181395517 -0.108425397 0.032241214
## [81,] -0.010580651 -0.1427355316 -0.287674567 0.223031994 0.149477820
## [82,] -0.024393178 -0.5424051448 0.209770259 -0.199665102 -0.325833627
## [83,] 0.243832392 -0.3506271688 0.659269239 -1.222668513 -0.880037580
## [84,] 0.486725070 -0.3899519788 -0.139745239 -0.340295627 0.615404389
## [85,] -0.040451305 0.9579726467 0.092848418 -0.387881369 -0.015155115
## [86,] 0.106684201 -1.2197020819 0.080384906 -0.327652311 1.012735253
## [87,] -0.112717010 -0.1014343356 -0.059514155 -0.044993530 0.127094537
## [88,] -0.045090238 0.3445711954 0.458582706 -0.269746949 -0.311699559
## [89,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [90,] -0.041605066 0.0956809488 0.156894935 -0.065628766 -0.090799140
## [91,] -0.112717010 -0.1014343356 -0.059514155 -0.044993530 0.127094537
## [92,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [93,] -0.109173740 0.0526393337 0.295253688 -0.106002765 -0.014862406
## [94,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [95,] -0.064332445 0.3313111346 0.478950574 0.079057171 -0.007688356
## [96,] -0.023870906 -0.2533762299 0.060457998 0.097935932 -0.030603065
## [97,] 0.293806054 0.4788707075 -0.494216093 -1.186412751 0.645299087
## [98,] -0.641183212 0.5768977351 -0.396934047 0.046677821 -0.396410998
## [99,] 0.730648171 0.4602079968 0.241620594 -0.227987844 -0.146592346
## [100,] 0.535074540 0.2773588478 1.021088257 -0.648374940 0.628081375
## [101,] -0.114519777 -0.0324424439 -0.065368484 -0.086090320 0.242447882
## [102,] 0.607047855 -0.0458909888 -0.302791509 0.265857684 -0.040079575
## [103,] -1.103890865 0.0526814385 0.191944918 1.123145602 0.495146490
## [104,] -0.201505788 0.4812429530 0.127101986 -0.079212941 -1.659885433
## [105,] 0.132989786 0.0750401868 0.627969300 0.524590196 0.140208670
## [106,] 0.158054737 -0.6217945659 -0.241242114 -0.029532254 -0.564846735
## [107,] 0.027179386 0.0454914881 0.097471121 0.146601465 -0.081482072
## [108,] 0.080874218 -0.2954038362 0.397357905 -0.626465784 1.310812613
## [109,] 0.401029235 -0.0021126466 0.494647018 0.104244096 -0.973635165
## [110,] -0.220270505 -0.7594076653 0.127766228 -0.607219467 0.386995852
## [111,] 0.247475128 0.2848083740 0.481203098 0.593754930 0.402118403
## [112,] -0.382048829 0.1763594195 -0.230016958 0.591190851 0.192542120
## [113,] 0.085467328 0.0066416538 -0.062859288 -0.371886779 -0.453996524
## [114,] 0.307251707 0.3232237797 0.329301914 -0.045745205 0.108867348
## [115,] -0.161224118 -0.6088380751 0.374819176 0.374937842 -0.723116028
## [116,] -0.257398479 -0.0566693020 -0.316063427 0.193118285 0.130439561
## [117,] 0.088852360 -0.0999876746 -0.279229575 0.002343418 -0.389113381
## [118,] -0.029097635 -0.5989870461 -0.354925742 -0.156203159 -0.285755770
## [119,] 0.052552984 -0.0636074034 -0.003356507 0.233801630 -0.227876197
## [120,] -0.055368284 -0.5174305295 -0.387637947 0.049492014 -0.060688045
## [121,] 0.048965832 0.3587929979 0.102957673 0.363878368 0.170182450
## [122,] 0.093520569 -0.0597334104 0.148775820 0.016212491 0.002549774
## [123,] -0.362463285 -0.1431083825 -1.066958343 -0.382956501 -0.825503682
## [124,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [125,] 0.261710983 0.8795785464 1.028154145 -0.552049599 -0.114299483
## [126,] -0.086446361 -0.1829908521 -0.026801950 -0.250688703 -0.097973189
## [127,] -0.470344539 0.8115677338 -0.147280909 0.231682737 -0.176022419
## [128,] 0.217915562 0.1980767376 -0.254728664 0.365878786 0.045778981
## [129,] 0.210899710 -0.1363468170 0.277238178 0.175762703 0.170207428
## [130,] -0.109173740 0.0526393337 0.295253688 -0.106002765 -0.014862406
## [131,] -0.818013337 -0.3611942517 -0.537605765 0.039077219 0.429852910
## [132,] -0.494178095 -0.2714106102 0.068034183 -0.220433264 -0.270943311
## [133,] -0.029678551 0.1020504143 -0.004493479 -0.504194542 -0.204411891
## [134,] 0.005160317 -0.6956794920 0.216571490 0.181983634 -0.422662639
## [135,] -0.117550435 -0.0007865872 0.040374971 -0.198187052 0.222639665
## [136,] -0.048920758 0.0887903534 0.015874389 -0.155390421 0.099599312
## [137,] -0.119353202 0.0682053045 0.034520641 -0.239283842 0.337993011
## [138,] -0.048920758 0.0887903534 0.015874389 -0.155390421 0.099599312
## [139,] -0.071648137 0.3244205392 0.337930027 -0.010704483 0.182710095
## [140,] -0.144309490 0.2090217048 -0.143491851 -0.609539958 0.901826752
## [141,] 0.307251707 0.3232237797 0.329301914 -0.045745205 0.108867348
## [142,] -0.114007166 0.1532870821 0.395142814 -0.259196287 0.080682723
## [143,] 0.411661062 0.0382150250 -0.221426004 0.322591743 -0.044228174
## [144,] 0.147866341 -0.3810855164 -0.096205480 -0.098979591 -0.627133260
## [145,] -0.319503666 -0.7273036711 0.278660447 -0.224923016 0.621247118
## [146,] -0.023245225 0.2011981001 0.591736785 0.616344554 -0.487922673
## [147,] 0.238664209 -0.0341451650 -0.456332573 0.194267031 -0.420041224
## [148,] 0.708273252 0.4391692698 -0.576267203 -0.620224706 0.536428425
## [149,] -0.213560131 -0.5172935116 0.141325477 -0.377114144 0.267994612
## [150,] 0.036125823 0.0908436285 -0.287144037 -0.044944913 -0.088717597
## [151,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [152,] 0.218665890 -0.4251373064 -0.561083678 -0.050392699 -0.360301318
## [153,] 0.053694122 0.1407904479 -0.392620493 0.115942516 0.238148267
## [154,] -0.109173740 0.0526393337 0.295253688 -0.106002765 -0.014862406
## [155,] -2.447085638 -1.4863194354 0.452163973 -0.173348245 0.082442659
## [156,] 0.146497631 0.3228378213 -0.049018289 -0.377891021 -0.750961210
## [157,] -0.515615319 -0.2905018421 -0.064567147 0.138455431 -0.141420714
## [158,] -0.086446361 -0.1829908521 -0.026801950 -0.250688703 -0.097973189
## [159,] 0.435215341 0.5185167142 -0.294631283 0.324855131 -1.720477792
## [160,] -0.471556848 -0.8171387344 -0.044558374 0.107844912 -0.509284180
## [161,] 0.356642166 -0.9257058643 0.075137358 -0.399128351 0.397110035
## [162,] 0.715795820 -0.6090641837 -0.179019120 0.100681860 0.162575626
## [163,] -0.086446361 -0.1829908521 -0.026801950 -0.250688703 -0.097973189
## [164,] 0.283505504 0.2445266358 -0.272635688 0.379326967 -0.412867175
## [165,] -0.048920758 0.0887903534 0.015874389 -0.155390421 0.099599312
## [166,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [167,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [168,] -0.155147446 0.3274523981 -0.158108552 -0.614595033 -0.729300756
## [169,] 0.316106959 -0.3698374690 -0.375993054 -0.528930223 -0.012665629
## [170,] 0.569742910 0.0395474804 0.275831779 0.129344627 -1.123673241
## [171,] -0.109173740 0.0526393337 0.295253688 -0.106002765 -0.014862406
## [172,] -0.316721676 -0.4026710108 -0.121151172 -0.322941221 0.742297498
## [173,] -0.112717010 -0.1014343356 -0.059514155 -0.044993530 0.127094537
## [174,] 0.450363844 -0.3795196247 0.444967821 0.318540918 0.122644213
## [175,] 0.238664209 -0.0341451650 -0.456332573 0.194267031 -0.420041224
## [176,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [177,] 0.090631379 -0.1451354783 -0.016376134 -0.175802417 0.162670813
## [178,] 0.484405246 -0.3493877952 0.638437698 1.252945672 0.470376787
## [179,] -0.297456624 -0.0370845092 0.007184057 -0.706616984 -0.083219986
## [180,] 0.082450409 0.1579840591 -0.022556161 -0.096872500 -0.282072538
## [181,] 0.360694822 0.0487554951 -0.886311144 0.340883057 -0.141808186
## [182,] 0.851474449 -0.6011929934 0.302604857 -0.218616524 -0.574023156
## [183,] 0.901754970 0.3337420750 -0.465453777 0.887007675 0.060376500
## [184,] 0.299934356 -0.0124675276 -0.369764234 0.541253123 0.132515157
## [185,] 0.843095468 0.1226471552 0.346851756 0.493293061 0.069801025
## [186,] -0.031090564 0.3612466732 -0.482087503 -0.032836776 0.313500928
## [187,] -0.028704331 -0.1527284815 0.160347123 -0.055257590 0.064942064
## [188,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [189,] -0.086446361 -0.1829908521 -0.026801950 -0.250688703 -0.097973189
## [190,] -0.112717010 -0.1014343356 -0.059514155 -0.044993530 0.127094537
## [191,] -0.349184869 0.0127626031 -0.308196604 0.655013615 0.855193774
## [192,] -0.160120532 -0.2171559904 0.053558549 0.048402614 0.086074190
## [193,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [194,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [195,] -0.484151072 0.3087626797 -0.580294075 0.135808307 1.384822898
## [196,] -0.204156805 -0.1013502094 -0.389868353 0.645692838 0.220567529
## [197,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [198,] -0.023870906 -0.2533762299 0.060457998 0.097935932 -0.030603065
## [199,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [200,] -0.574832497 0.9616219317 1.630994844 -0.249232151 0.126400269
## [201,] 0.704742431 -0.3990152200 0.915087021 0.618847356 -0.074022058
## [202,] 0.238664209 -0.0341451650 -0.456332573 0.194267031 -0.420041224
## [203,] 0.238664209 -0.0341451650 -0.456332573 0.194267031 -0.420041224
## [204,] 0.167753243 -0.1480315045 -0.257351852 0.107066196 -0.297813197
## [205,] -2.429226476 -0.3454866223 0.224360426 0.189421767 -0.089066283
## [206,] 0.505332449 -0.0040274138 0.595491793 0.463622018 -0.725582803
## [207,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [208,] -0.499748615 0.2961116981 -0.014159259 1.211518021 -0.452643111
## [209,] -0.653952314 0.4522703293 -0.515868524 -0.094539103 -0.592202625
## [210,] 0.543337273 0.9771415166 0.006055132 -0.955611483 -0.347324853
## [211,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [212,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [213,] 0.369361254 0.2401057927 -0.093132886 -0.820468350 0.173743636
## [214,] 0.330235420 -0.1287538137 0.100514920 0.055217877 0.267936177
## [215,] 0.054355751 -0.1325992951 0.002497823 0.274898421 -0.343229543
## [216,] 0.742004507 -0.2506929570 -0.186790071 0.277385166 0.366894009
## [217,] 0.150289818 0.0939034704 0.159681683 -0.523736198 0.100144249
## [218,] 0.222701678 0.8597326052 -0.156647578 -0.543082470 -0.445564824
## [219,] -0.039331519 0.3814393089 -0.447100369 -0.351320034 -0.388544261
## [220,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [221,] -0.978104467 0.0949416154 -0.297134053 -0.663617339 -0.183137000
## [222,] 0.173700511 -0.4472393913 1.064818039 0.186247792 -0.935190730
## [223,] 0.238664209 -0.0341451650 -0.456332573 0.194267031 -0.420041224
## [224,] 0.342188474 0.2625600619 -0.022740912 0.521748013 0.187308381
## [225,] -0.886473137 0.2790118420 -0.863493228 0.013390585 -0.231175641
## [226,] -0.065048123 0.7536513174 -0.654649293 -0.071365998 0.176980213
## [227,] -0.430487469 0.0249580302 0.374773053 0.148533399 -0.059002294
## [228,] -0.206194328 0.4239237544 -0.519578209 0.856896519 0.393331475
## [229,] -0.473866845 0.2797214008 -0.060447029 -0.342489197 -0.383077812
## [230,] 0.273672847 -0.8146486099 0.323170510 0.541111781 0.855322619
## [231,] 0.068753532 -0.6011558077 -1.081676031 0.607400945 0.373096121
## [232,] 0.877969591 -0.8818400414 0.597590106 -0.859030929 0.187442190
## [233,] 0.485644987 0.4581929254 0.439797436 0.364231199 -0.553215654
## [234,] 0.093460993 -0.7802372116 0.445319932 0.251311248 -0.141263369
## [235,] -0.041292153 -0.2792332592 -0.332643536 -0.250057596 -0.284594544
## [236,] -0.109173740 0.0526393337 0.295253688 -0.106002765 -0.014862406
## [237,] 0.406183269 0.1827079389 0.267491005 -0.299080653 -0.155267221
## [238,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [239,] 0.027503257 -0.7731225268 0.221487317 0.157087068 -0.588864982
## [240,] 0.045857771 0.0517162784 0.954008179 0.871106612 0.418052771
## [241,] -0.168784072 -0.4520322002 0.408683565 -0.370140775 0.185754162
## [242,] -0.622335190 -0.0922513479 -0.249827463 -0.010533296 -0.013387556
## [243,] 0.096053151 0.3119239050 -0.449833279 0.364434320 0.340175639
## [244,] 0.130344373 -0.0839987030 -0.131099469 0.203588585 0.355835298
## [245,] 0.718516269 0.3516583241 -0.142000263 0.208408464 0.820076212
## [246,] -0.277001701 0.1170510356 0.447545846 0.017653922 0.803604430
## [247,] -0.149699225 0.4578781242 -0.422110942 0.300507172 0.214099122
## [248,] -0.658163041 -0.6435180847 0.270592916 -0.102410166 -0.368247161
## [249,] -0.048920758 0.0887903534 0.015874389 -0.155390421 0.099599312
## [250,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [251,] -0.086446361 -0.1829908521 -0.026801950 -0.250688703 -0.097973189
## [252,] 0.231505504 0.6044028613 -0.663481196 -0.538552022 -0.232279243
## [253,] 0.228054568 0.2425529345 -0.743312571 -0.196297694 -0.100457713
## [254,] -0.975201419 0.4754911208 0.061422410 -0.404697011 -0.273440374
## [255,] 0.366406660 -0.4199090954 0.776275815 1.003467323 0.535212239
## [256,] 0.848869137 -0.5631056682 -0.161412086 0.073437717 0.280961974
## [257,] -0.188744531 -0.5305550102 -0.394170307 -0.097735603 -0.518432027
## [258,] -0.314490511 -0.5048606546 0.032206640 0.244227806 -0.115276328
## [259,] -0.240141660 0.3767218813 0.572265639 0.116668919 -0.097366894
## [260,] 0.167908776 0.3827748466 0.270547462 -0.023913891 -0.462984355
## [261,] -0.483050743 -0.0028095447 -0.184710725 0.936257400 -0.620312920
## [262,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [263,] -0.453799518 0.5731580083 -0.122957013 -0.607887269 -0.684918302
## [264,] -0.023870906 -0.2533762299 0.060457998 0.097935932 -0.030603065
## [265,] 0.167908776 0.3827748466 0.270547462 -0.023913891 -0.462984355
## [266,] 0.210128403 0.3162823659 -0.553592719 -0.028208151 0.297397458
## [267,] -0.489344670 -0.3720583586 -0.031854942 -0.067239742 -0.366488439
## [268,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [269,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [270,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [271,] -0.825262902 0.1003544813 -0.983913782 0.263631976 -0.423884524
## [272,] -0.086446361 -0.1829908521 -0.026801950 -0.250688703 -0.097973189
## [273,] -0.101858049 0.0595299291 0.436274235 -0.016241110 -0.205260857
## [274,] -0.303915319 -0.2131714822 -0.220968640 0.291786633 -0.405429200
## [275,] -0.034024992 -0.0234200360 0.305846484 0.191078771 -0.191544703
## [276,] 0.022080565 -0.0459279748 0.159627114 0.525271019 0.102148017
## [277,] -0.328034597 -0.0782021864 -0.135701612 -0.262467495 -0.280486366
## [278,] 0.295299762 -0.1309168499 -0.141278005 -0.027867404 0.281934818
## [279,] -0.029678551 0.1020504143 -0.004493479 -0.504194542 -0.204411891
## [280,] 0.666898596 -0.0321527033 0.484999177 -0.738075356 0.231797365
## [281,] 0.640336353 -0.8339210984 0.356261847 0.376529614 0.107681487
## [282,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [283,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [284,] 0.016956820 -0.5236362615 0.126442219 0.181393782 0.237802086
## [285,] 0.951620996 0.0566210708 0.291498630 -0.523401883 -0.336568273
## [286,] 0.165396286 -0.2885790635 1.216475404 -0.199696934 -0.128128525
## [287,] -0.097415845 0.4281655288 -0.430613860 0.327973769 0.254287147
## [288,] -0.099821728 -0.4488212766 0.294770698 -0.310868447 -0.251994003
## [289,] -0.341399869 0.1839194743 -0.306753712 0.081880900 0.549520875
## [290,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [291,] 0.531972985 0.2294514867 -0.206871003 -0.843412380 -0.710389394
## [292,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [293,] -0.238841749 0.7094975138 1.062804710 0.031467110 -0.375878544
## [294,] 0.001088395 -0.5861682085 -0.310559309 0.402334271 0.142124408
## [295,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [296,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [297,] -0.439138115 -1.0801232168 -0.248356743 0.514772971 -0.105249051
## [298,] 0.272696849 0.1392069773 0.379211779 -0.734906122 -0.100409318
## [299,] -0.052405930 0.3376806001 0.317562159 -0.359508604 -0.121301108
## [300,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [301,] 0.553168696 -0.6115836830 -0.330209646 -0.066269860 0.303658931
## [302,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [303,] 0.233830783 0.0665025833 -0.356443448 0.041073509 -0.324496096
## [304,] 0.029906202 0.2307955147 -0.084245515 0.526277035 -0.170303282
## [305,] 0.390814896 0.0420347030 -0.121273052 -0.016812482 -0.039833669
## [306,] 0.003195904 0.0159129309 -0.266549487 0.316785464 -0.142186699
## [307,] 0.372326097 0.1099767630 0.671116215 -0.181314999 0.713226373
## [308,] -1.356660238 0.0216373241 0.704972810 -0.072656715 -0.127243323
## [309,] -0.086446361 -0.1829908521 -0.026801950 -0.250688703 -0.097973189
## [310,] -0.314574104 -0.2097274756 0.281469398 0.313909626 0.035933954
## [311,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [312,] -0.094819547 0.1816231165 -0.144794999 -0.205224732 0.268810061
## [313,] 0.283427597 0.3385105065 -0.082691489 -0.460102796 -0.235620008
## [314,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [315,] 0.583171033 -0.2494679747 -0.065818281 0.046334803 0.183939600
## [316,] -0.317553979 0.1198266296 0.270513560 0.398207216 0.166538149
## [317,] 0.385300730 -0.2045495054 -0.168502244 -0.066412318 -0.289089464
## [318,] 0.094914964 -0.0119955396 0.175525060 -0.013877308 -0.144394999
## [319,] -0.412799461 -0.1552728027 -0.057672217 0.301952297 -0.098537408
## [320,] -0.395029841 -0.6841975902 0.507338442 0.190149855 0.132908644
## [321,] 0.099678026 0.2474696674 -0.082334232 -1.026719106 -0.545936720
## [322,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [323,] 0.788890059 -0.0009643215 -0.094962834 -0.667402359 -0.237905013
## [324,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [325,] 0.233830783 0.0665025833 -0.356443448 0.041073509 -0.324496096
## [326,] -0.140940212 0.5360180951 -0.451204593 0.405700635 0.112213475
## [327,] -0.206843324 0.2403859736 0.407085602 0.528386078 -0.038467694
## [328,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [329,] -0.071648137 0.3244205392 0.337930027 -0.010704483 0.182710095
## [330,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [331,] 1.609729492 -0.1601211935 0.150984354 0.390754199 0.742006874
## [332,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [333,] 0.079031865 0.4736553091 -0.051307946 0.381341044 0.045825275
## [334,] 0.261162564 0.3219696706 -0.277551515 0.404223534 -0.246664832
## [335,] -0.132879191 -0.0932989102 -0.154958119 0.105000276 -0.001450843
## [336,] -0.236871801 0.9782077880 -0.834414647 0.749551051 0.316546442
## [337,] -0.132815243 -0.1831821569 0.115102599 0.184735056 0.247558213
## [338,] -0.109173740 0.0526393337 0.295253688 -0.106002765 -0.014862406
## [339,] -0.886547960 -0.0789020753 -0.503626462 0.663001412 -0.764080418
## [340,] -1.126579953 0.8589492351 -0.142350663 0.528760820 -0.319274837
## [341,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [342,] -0.458847508 -0.0054605758 -0.042258676 -0.115050408 -0.247859416
## [343,] 0.449722587 0.1553651426 0.069993409 0.234663262 -0.201112958
## [344,] -0.657936450 0.9853097974 0.528084144 0.575631469 -0.305290322
## [345,] -0.269630908 -0.3984025621 -0.595364683 -0.249490968 1.164084782
## [346,] 0.335757228 -0.0783762768 -1.032884697 0.268209509 0.593576126
## [347,] 0.148139478 -0.2810614422 -0.272101407 -0.343345748 0.362578380
## [348,] 0.408439894 -0.2216089407 -0.201095783 0.176652188 -0.136818445
## [349,] -0.075505601 -0.1349895033 -0.464282909 -0.597974582 -0.140848620
## [350,] 0.067492546 -0.1897235552 -0.108520998 -0.108001448 -0.173588111
## [351,] -0.109173740 0.0526393337 0.295253688 -0.106002765 -0.014862406
## [352,] -0.114007166 0.1532870821 0.395142814 -0.259196287 0.080682723
## [353,] -0.212017533 0.2697870258 0.329331571 -0.229975946 -0.408522131
## [354,] -0.217998739 -0.2424416280 -0.640025994 0.567690336 0.422642333
## [355,] 0.324169704 0.1486729796 0.021044669 0.511455342 0.150006774
## [356,] 0.473434825 0.0828842479 -0.239552394 0.272093803 -0.219230731
## [357,] 0.004647260 0.4527426780 0.197043199 -0.324447780 0.078017134
## [358,] 0.324169704 0.1486729796 0.021044669 0.511455342 0.150006774
## [359,] -0.119353202 0.0682053045 0.034520641 -0.239283842 0.337993011
## [360,] -0.021388639 -0.1458378861 0.301367670 0.034504064 -0.125456387
## [361,] -0.093082554 -0.0133512120 0.067232846 -0.444979015 0.112925285
## [362,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [363,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [364,] 0.233830783 0.0665025833 -0.356443448 0.041073509 -0.324496096
## [365,] -0.568826486 -0.0507968528 -0.016445920 -0.370278899 -0.356249887
## [366,] 0.043776492 -0.2684250407 0.364285876 -0.106914740 0.074776721
## [367,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [368,] 0.062913075 -1.1478304617 0.427881962 0.862793180 0.706027938
## [369,] -0.470541491 -0.1855351733 -0.244821290 0.106521185 -0.261452661
## [370,] -0.071648137 0.3244205392 0.337930027 -0.010704483 0.182710095
## [371,] -0.071648137 0.3244205392 0.337930027 -0.010704483 0.182710095
## [372,] -0.308606673 0.3631346531 0.172833473 -0.036978115 -0.082155559
## [373,] -0.203781199 -0.2498245364 0.422762177 -0.104926783 0.109995476
## [374,] 0.347049290 0.1544334036 0.480892157 0.333553942 -0.375712028
## [375,] -0.516905475 -0.0357804244 0.390089822 -0.075747326 -0.187832528
## [376,] -0.325942933 -0.6840393624 0.097722249 -0.002731465 -0.773420483
## [377,] 0.049522326 -0.0319515467 0.102386948 0.121704899 -0.247684414
## [378,] -0.398085256 0.4653450575 -0.093957650 -0.145270201 -0.216415236
## [379,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [380,] 0.276189812 0.2376360404 -0.413656235 0.289565312 -0.222468724
## [381,] 0.295100930 0.0881802208 -0.269875109 0.388059600 0.228060286
## [382,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [383,] -0.086446361 -0.1829908521 -0.026801950 -0.250688703 -0.097973189
## [384,] -0.075191407 0.1703468699 -0.016837816 0.050304752 0.324667037
## [385,] -0.480887841 -0.1607699119 -0.280098381 -0.095337201 -0.090862426
## [386,] 0.337459959 0.2593136779 -0.327087896 0.636551404 0.330087658
## [387,] 0.077587867 0.5243587555 0.504891690 -0.166534289 -0.062051661
## [388,] -0.048920758 0.0887903534 0.015874389 -0.155390421 0.099599312
## [389,] 0.273298937 0.0637970386 0.517341390 0.190911083 0.112215383
## [390,] 0.039411555 0.0501421049 -0.246637294 -0.249547728 0.383556768
## [391,] -0.451512332 -0.1477226257 -0.437063679 0.580480914 0.036895820
## [392,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [393,] -0.106062948 0.1788460028 -0.313611924 -0.114187780 0.518073895
## [394,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [395,] 0.002796882 -0.1979712159 0.690531890 -0.072800040 -0.515763023
## [396,] -0.093082554 -0.0133512120 0.067232846 -0.444979015 0.112925285
## [397,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [398,] -0.256311881 -0.9042800324 -0.318651795 -0.007077874 1.015923088
## [399,] -0.025673673 -0.1843843382 0.054603668 0.056839141 0.084750281
## [400,] -0.247552096 -0.1125306309 -0.180213851 -0.558657101 -0.728162692
## [401,] 0.522666479 -0.4895208885 -0.263430734 -0.505523054 -0.371075133
## [402,] -0.477451383 0.3822005755 -0.669616940 0.379107056 0.051352781
## [403,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [404,] -0.245121695 -0.5411767531 -0.022485508 0.312722061 -0.675737936
## [405,] -0.053093065 0.6799672161 0.450006476 0.136092594 0.135362442
## [406,] -0.110111584 -0.2844486360 -0.639126802 -0.270438254 -0.135334816
## [407,] -0.715622762 0.2571608657 0.168683378 0.483613833 -0.371288480
## [408,] 0.174259010 0.1994248148 0.433584832 0.315833365 0.150171747
## [409,] 0.210899710 -0.1363468170 0.277238178 0.175762703 0.170207428
## [410,] -0.048920758 0.0887903534 0.015874389 -0.155390421 0.099599312
## [411,] -0.219587289 0.2337613466 -0.821993015 -0.393959127 -0.010173662
## [412,] -0.016309217 0.1859823380 0.504684605 0.143886557 0.069739489
## [413,] 0.076839586 -0.6095082860 -0.341727040 -0.637730087 -0.629288270
## [414,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [415,] -0.114007166 0.1532870821 0.395142814 -0.259196287 0.080682723
## [416,] -0.298292448 -0.0277657930 0.196416622 0.230540584 -0.383793259
## [417,] -0.680269688 -0.7968066171 0.154296300 0.090043771 -0.238999693
## [418,] -0.431602640 -0.3417959880 0.155294131 0.128191370 -0.203573187
## [419,] -0.183903211 0.0668358109 -0.326144243 -0.079890307 0.475622319
## [420,] -1.029060243 -0.1162744035 -0.391904263 0.467527454 -0.297560988
## [421,] 0.181897081 0.2128183926 -0.068988720 0.276503608 -0.274003472
## [422,] 0.056532210 -0.2374673466 0.541142214 0.405650663 0.731263589
## [423,] -0.075191407 0.1703468699 -0.016837816 0.050304752 0.324667037
## [424,] 0.017942694 -0.0148585980 0.112021501 0.272825888 0.510521179
## [425,] 0.013654698 0.0184049756 0.103134336 0.193234213 0.166969436
## [426,] 0.090375054 -0.1516788370 -0.156257153 0.057855560 -0.255010262
## [427,] -0.022775129 0.1956095566 -0.520263690 0.133542860 0.863038377
## [428,] 0.049412952 -0.1487990589 -0.354184343 0.176686225 -0.288054449
## [429,] 0.128624134 -0.3943455772 -0.075837613 0.249824529 -0.323122057
## [430,] 0.020527462 -0.4080831478 -0.031016070 -0.197437490 -0.092882062
## [431,] -0.071648137 0.3244205392 0.337930027 -0.010704483 0.182710095
## [432,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [433,] 0.013654698 0.0184049756 0.103134336 0.193234213 0.166969436
## [434,] 0.276189812 0.2376360404 -0.413656235 0.289565312 -0.222468724
## [435,] 1.057146615 -0.9098777867 0.418598301 0.091516686 0.072909388
## [436,] -0.072396227 -0.0970289943 -0.265466616 -0.197555945 0.036018310
## [437,] 0.013654698 0.0184049756 0.103134336 0.193234213 0.166969436
## [438,] -0.195390698 -0.1127967791 0.027842652 -0.163889579 0.180188089
## [439,] 1.065848484 -0.2538137108 -0.150482290 -0.097645691 -0.851768365
## [440,] 0.052352326 0.7089579128 0.500452585 -0.095868421 -0.077265782
## [441,] -0.100614181 1.6148141499 -0.606285333 -0.185585675 0.713040991
## [442,] -0.261850249 -0.3814326845 -0.217032029 0.579464820 -0.102651990
## [443,] 1.178188310 -1.0620285349 -0.484306452 -0.201039278 -0.625448517
## [444,] 0.011851930 0.0873968673 0.097280007 0.152137423 0.282322781
## [445,] 0.253258739 0.0347866401 0.220025391 0.424254507 0.272234800
## [446,] -0.132815243 -0.1831821569 0.115102599 0.184735056 0.247558213
## [447,] 0.173765287 0.2797228181 0.441022687 -0.481570674 0.163725251
## [448,] -0.018312958 -0.0749414053 0.038268467 -0.089003293 0.440832090
## [449,] -0.478089716 -0.0187206366 -0.021890808 0.233753713 0.056151787
## [450,] -0.075191407 0.1703468699 -0.016837816 0.050304752 0.324667037
## [451,] 0.063053964 -0.5718350153 -0.178485853 -0.123261376 0.275166286
## [452,] 0.499593238 -0.3215554671 0.759861947 0.349731131 -0.719192345
## [453,] -0.541054102 0.1902343250 0.087992310 -0.273250133 0.247806525
## [454,] -0.075191407 0.1703468699 -0.016837816 0.050304752 0.324667037
## [455,] 0.040403867 0.0301497496 -0.044487928 -0.009153546 0.058067382
## [456,] 0.100344363 0.0230016217 -0.244722674 -0.394751960 -0.269638193
## [457,] -0.018312958 -0.0749414053 0.038268467 -0.089003293 0.440832090
## [458,] 0.319781131 0.2319904526 -0.291509645 -0.071373871 0.093033180
## [459,] -0.075191407 0.1703468699 -0.016837816 0.050304752 0.324667037
## [460,] 0.013654698 0.0184049756 0.103134336 0.193234213 0.166969436
## [461,] -0.048920758 0.0887903534 0.015874389 -0.155390421 0.099599312
## [462,] -0.076994174 0.2393387616 -0.022692146 0.009207961 0.440020383
## [463,] -0.075191407 0.1703468699 -0.016837816 0.050304752 0.324667037
## [464,] 0.026944952 0.1290456739 -0.244998229 0.318330276 0.347050320
## [465,] 0.209460360 -0.4286039429 0.049288436 -0.028195705 0.203837091
## [466,] 0.205278847 0.1237497010 -0.214675513 0.202364478 -0.100240697
## [467,] -0.061998469 0.3237609624 0.330483770 0.117752484 0.341007991
## [468,] 0.459798216 0.1031638189 -0.466290166 -1.115445205 0.237500311
## [469,] 0.312395358 0.8244986136 -0.865624720 0.344442865 0.266633713
## [470,] 0.011851930 0.0873968673 0.097280007 0.152137423 0.282322781
## [471,] 0.241037101 -0.0434543335 -0.671994193 0.185816490 -0.555264581
## [472,] 0.100344363 0.0230016217 -0.244722674 -0.394751960 -0.269638193
## [473,] -0.701454519 0.5081337158 0.594683387 -0.096576982 0.114443660
## [474,] 0.386904648 -0.0452123332 -0.627075194 -1.050627317 -0.601251173
## [475,] 0.213189203 0.4236966463 0.014156879 -0.297799192 0.538129814
## [476,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [477,] 0.603931282 -0.2898595424 0.525683679 0.507173653 -0.042659090
## [478,] 0.074073714 0.1045581382 -0.277434879 -0.189056787 -0.044570467
## [479,] 0.850173554 -0.4646764453 0.134466112 -0.297042296 0.289802252
## [480,] 0.031176928 -0.0793000610 0.549940292 -0.591668152 0.126469945
## [481,] 0.100344363 0.0230016217 -0.244722674 -0.394751960 -0.269638193
## [482,] 0.276189812 0.2376360404 -0.413656235 0.289565312 -0.222468724
## [483,] -0.061901152 0.2809875682 -0.364970381 0.175400814 0.504747922
## [484,] -0.117550435 -0.0007865872 0.040374971 -0.198187052 0.222639665
## [485,] -0.117550435 -0.0007865872 0.040374971 -0.198187052 0.222639665
## [486,] 0.090631379 -0.1451354783 -0.016376134 -0.175802417 0.162670813
## [487,] -0.117550435 -0.0007865872 0.040374971 -0.198187052 0.222639665
## [488,] -0.110234744 0.0061040082 0.181395517 -0.108425397 0.032241214
## [489,] -0.112717010 -0.1014343356 -0.059514155 -0.044993530 0.127094537
## [490,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [491,] 0.013478469 0.2889342090 0.255977601 -0.140242042 0.041607266
## [492,] -0.481482610 0.8090218513 1.261235533 0.930155411 -0.697643127
## [493,] 0.172897975 0.0936430665 -0.358358068 0.186277741 0.328698865
## [494,] 0.013654698 0.0184049756 0.103134336 0.193234213 0.166969436
## [495,] -0.071648137 0.3244205392 0.337930027 -0.010704483 0.182710095
## [496,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [497,] -0.028704331 -0.1527284815 0.160347123 -0.055257590 0.064942064
## [498,] 0.013654698 0.0184049756 0.103134336 0.193234213 0.166969436
## [499,] 0.100344363 0.0230016217 -0.244722674 -0.394751960 -0.269638193
## [500,] -0.024906878 -0.0662457870 -0.241679198 -0.724930753 -0.231345731
## [501,] 0.684512816 0.7870432033 0.109165054 -0.075379974 -0.077821730
## [502,] 0.276189812 0.2376360404 -0.413656235 0.289565312 -0.222468724
## [503,] 0.233830783 0.0665025833 -0.356443448 0.041073509 -0.324496096
## [504,] -0.043407833 0.1646728404 0.151040606 -0.106725557 0.024554206
## [505,] 0.136717315 0.0719797795 -0.296261017 -0.096076519 0.384275371
## [506,] 0.146166899 0.3166848330 -0.173427039 0.180122731 -0.157242422
## [507,] -0.013590171 0.3547403879 -0.094418470 -0.050007565 0.122683206
## [508,] 0.214013107 0.4439815825 0.425561227 0.088744533 0.091600255
## [509,] -0.104549110 0.1208864425 0.099244517 -0.424526606 -0.546065906
## [510,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [511,] -0.041605066 0.0956809488 0.156894935 -0.065628766 -0.090799140
## [512,] -0.075191407 0.1703468699 -0.016837816 0.050304752 0.324667037
## [513,] -0.112717010 -0.1014343356 -0.059514155 -0.044993530 0.127094537
## [514,] 0.375076716 0.1499179871 0.284211805 0.240277813 0.275110226
## [515,] 0.074073714 0.1045581382 -0.277434879 -0.189056787 -0.044570467
## [516,] -0.347751671 -0.3729240580 -0.054035199 -0.782738899 0.182179093
## [517,] -0.106062948 0.1788460028 -0.313611924 -0.114187780 0.518073895
## [518,] 0.238664209 -0.0341451650 -0.456332573 0.194267031 -0.420041224
## [519,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [520,] -0.114007166 0.1532870821 0.395142814 -0.259196287 0.080682723
## [521,] 0.293959793 -0.1162176306 0.119388877 0.505918715 -0.237964178
## [522,] -0.023870906 -0.2533762299 0.060457998 0.097935932 -0.030603065
## [523,] -0.025673673 -0.1843843382 0.054603668 0.056839141 0.084750281
## [524,] -0.117550435 -0.0007865872 0.040374971 -0.198187052 0.222639665
## [525,] 0.085797954 -0.0444877299 0.083512991 -0.328995939 0.258215941
## [526,] 0.015354140 -0.6793653738 0.180355895 -0.085868109 -0.302921402
## [527,] -0.048920758 0.0887903534 0.015874389 -0.155390421 0.099599312
## [528,] 0.076053924 0.2185488312 0.343237549 0.208382593 0.108977390
## [529,] -0.117550435 -0.0007865872 0.040374971 -0.198187052 0.222639665
## [530,] 0.132912568 0.1765593420 0.653054415 0.061585661 -0.004450364
## [531,] -0.028704331 -0.1527284815 0.160347123 -0.055257590 0.064942064
## [532,] -0.187958732 -0.0072668811 0.213942384 -0.259559890 0.228690770
## [533,] 0.119976012 0.4297652646 0.020120177 -0.001574219 -0.084500038
## [534,] 0.142703391 0.1941350788 -0.301935461 -0.146260157 -0.167610821
## [535,] 0.652538484 0.5117524133 1.477733818 0.203444390 0.278147188
## [536,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [537,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [538,] -0.558513674 -0.0315840654 -0.108444822 0.204942445 -0.025328584
## [539,] 0.176250068 0.4466110557 0.578324074 -0.544446634 0.312040339
## [540,] -0.048920758 0.0887903534 0.015874389 -0.155390421 0.099599312
## [541,] -0.189852556 0.0078847380 0.675592638 0.454913970 0.773877239
## [542,] 0.181722997 0.1391394293 -0.370429074 0.127633601 -0.097232290
## [543,] -0.132815243 -0.1831821569 0.115102599 0.184735056 0.247558213
## [544,] -0.114007166 0.1532870821 0.395142814 -0.259196287 0.080682723
## [545,] -0.028704331 -0.1527284815 0.160347123 -0.055257590 0.064942064
## [546,] -0.023870906 -0.2533762299 0.060457998 0.097935932 -0.030603065
## [547,] -0.023870906 -0.2533762299 0.060457998 0.097935932 -0.030603065
## [548,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [549,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [550,] -0.515615319 -0.2905018421 -0.064567147 0.138455431 -0.141420714
## [551,] -0.104286623 0.2315142082 -0.730899696 -0.341685652 -0.187674414
## [552,] -0.088249128 -0.1139989604 -0.032656279 -0.291785493 0.017380157
## [553,] -0.006233206 -0.0802898286 -0.229931251 -0.293436717 -0.190744969
## [554,] 0.782643735 -0.2658447380 0.204554063 -0.201923325 0.321428572
## [555,] 0.488843804 0.2860741635 -0.004981423 -0.342721964 -0.088365060
## [556,] -1.107198818 -0.4583799881 0.032531838 0.026108954 0.253763139
## [557,] 0.504590807 1.0182248727 -0.190816218 0.153241136 -0.040411922
## [558,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [559,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [560,] -0.702716917 -1.7229105046 0.715281188 -0.059063073 -1.325220143
## [561,] -0.025673673 -0.1843843382 0.054603668 0.056839141 0.084750281
## [562,] -0.028704331 -0.1527284815 0.160347123 -0.055257590 0.064942064
## [563,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [564,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [565,] 0.047040059 -0.1394898905 -0.138522724 0.185136766 -0.152831092
## [566,] -0.030507098 -0.0837365898 0.154492794 -0.096354381 0.180295409
## [567,] 0.183862193 -0.4001660660 -0.141374029 0.122134881 0.528723209
## [568,] 0.297031109 -0.1975986419 -0.538456548 -0.481727942 0.482656212
## [569,] -0.048920758 0.0887903534 0.015874389 -0.155390421 0.099599312
## [570,] 0.062886491 -0.2369496907 -0.088228857 0.051054313 0.009145310
## [571,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [572,] 0.110152125 0.0876770079 -0.361851849 -0.362177722 -0.286332730
## [573,] -0.431602640 -0.3417959880 0.155294131 0.128191370 -0.203573187
## [574,] -0.082426589 0.1086355860 0.017136235 0.138719642 0.105524993
## [575,] 0.013654698 0.0184049756 0.103134336 0.193234213 0.166969436
## [576,] -0.333983068 0.4275275144 -0.685519385 -0.227944589 0.228695307
## [577,] -0.703913367 -0.2830841121 0.065129096 -0.562406793 -0.311355028
## [578,] 0.004225624 0.6473253931 0.003165440 0.365062444 0.280898503
## [579,] 0.011851930 0.0873968673 0.097280007 0.152137423 0.282322781
## [580,] -0.301919420 -0.3822542138 0.406853338 0.113163482 0.247811312
## [581,] -0.028704331 -0.1527284815 0.160347123 -0.055257590 0.064942064
## [582,] -0.119353202 0.0682053045 0.034520641 -0.239283842 0.337993011
## [583,] 0.215733136 -0.2369945653 0.177349052 0.328956225 0.074662300
## [584,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [585,] 0.330847805 0.1719734812 -0.586006444 0.290303453 0.263682175
## [586,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [587,] 0.233830783 0.0665025833 -0.356443448 0.041073509 -0.324496096
## [588,] -0.117550435 -0.0007865872 0.040374971 -0.198187052 0.222639665
## [589,] -0.069251300 -0.7253786772 0.565577302 0.112133279 -0.078849768
## [590,] 0.216470951 0.2625029287 0.679584463 0.382270797 -0.131989980
## [591,] -0.096918666 0.1820271095 -0.041657232 0.818192307 0.939541656
## [592,] -0.067875715 0.1772374653 0.124182731 0.140066407 0.134268586
## [593,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [594,] -0.089760996 0.2335398812 -0.334016413 0.024078922 -0.250621478
## [595,] 0.013654698 0.0184049756 0.103134336 0.193234213 0.166969436
## [596,] 0.320922604 0.3692057471 0.281746346 0.413191055 -0.229537247
## [597,] -0.231725506 -0.6925620621 -0.048160559 0.405051694 -0.005359669
## [598,] 0.556323843 -0.2239612535 -0.395073663 -0.721974224 -0.159365928
## [599,] -0.051607939 0.3534309377 0.635246026 -0.244047908 0.022690677
## [600,] 0.077616983 0.2586318075 0.077332964 -0.250066022 -0.186527410
## [601,] 0.122053606 0.0155950774 0.157266025 0.032833242 0.327905030
## [602,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [603,] -0.117550435 -0.0007865872 0.040374971 -0.198187052 0.222639665
## [604,] -0.028704331 -0.1527284815 0.160347123 -0.055257590 0.064942064
## [605,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [606,] 0.663991270 -0.7295826979 0.248555609 -0.451874718 -0.127548681
## [607,] -0.203452989 0.0060321937 0.127728888 -0.239125193 0.167184321
## [608,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [609,] 0.170235510 -0.0404931607 -0.016442180 0.043634329 -0.392666520
## [610,] 0.340616832 0.2509172874 -0.207326894 -0.118839751 0.286838301
## [611,] -0.587716681 1.3289828782 -0.166842760 0.460192151 0.289491852
## [612,] 0.151037908 0.5153530039 0.763078326 -0.336884736 0.246836034
## [613,] -0.071648137 0.3244205392 0.337930027 -0.010704483 0.182710095
## [614,] -0.075191407 0.1703468699 -0.016837816 0.050304752 0.324667037
## [615,] 0.381051279 0.2536680901 -0.204941306 0.275612221 0.645589562
## [616,] -0.028704331 -0.1527284815 0.160347123 -0.055257590 0.064942064
## [617,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [618,] 0.176767069 0.0790276922 -0.807393521 -0.621780211 -0.199061481
## [619,] -0.048920758 0.0887903534 0.015874389 -0.155390421 0.099599312
## [620,] 0.063357946 0.0263734352 -0.007323977 -0.192547508 0.283441298
## [621,] 0.254225380 0.2183005845 -0.077754438 0.271110539 -0.475446715
## [622,] -0.094392946 -0.6807868318 -0.298978925 -0.149357752 0.299287847
## [623,] -0.075191407 0.1703468699 -0.016837816 0.050304752 0.324667037
## [624,] -0.132815243 -0.1831821569 0.115102599 0.184735056 0.247558213
## [625,] -0.221661347 -0.0312402626 -0.004869553 0.041805594 0.405255814
## [626,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [627,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [628,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [629,] -0.071648137 0.3244205392 0.337930027 -0.010704483 0.182710095
## [630,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [631,] 0.096053151 0.3119239050 -0.449833279 0.364434320 0.340175639
## [632,] -0.061904278 -0.0692958175 -0.083878122 0.271935891 0.125330186
## [633,] 0.495547434 -0.6874479743 -0.491905594 -0.528071270 -0.448169438
## [634,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [635,] 0.108328482 0.2414262182 -0.183197402 -0.260098390 -0.008825514
## [636,] -0.090973052 -0.1297885763 -0.374797900 0.148540149 0.203383698
## [637,] -0.431602640 -0.3417959880 0.155294131 0.128191370 -0.203573187
## [638,] -0.117550435 -0.0007865872 0.040374971 -0.198187052 0.222639665
## [639,] -0.086446361 -0.1829908521 -0.026801950 -0.250688703 -0.097973189
## [640,] -0.091279787 -0.0823431037 0.073087176 -0.403882225 -0.002428060
## [641,] -0.028704331 -0.1527284815 0.160347123 -0.055257590 0.064942064
## [642,] -0.635267655 -0.5300924080 -0.431246414 0.176224669 0.091112459
## [643,] -0.108839121 0.5025078882 -0.017726119 0.354479659 -0.284647366
## [644,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [645,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [646,] -0.112717010 -0.1014343356 -0.059514155 -0.044993530 0.127094537
## [647,] 0.281810675 -0.0224604775 0.078257456 0.262963538 0.047979402
## [648,] 0.281810675 -0.0224604775 0.078257456 0.262963538 0.047979402
## [649,] -0.237749727 -0.2839302362 0.085055439 -0.412381382 0.078160717
## [650,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [651,] 0.151243746 0.4463088512 0.005235050 0.255181900 0.158213281
## [652,] -0.086446361 -0.1829908521 -0.026801950 -0.250688703 -0.097973189
## [653,] 0.550525982 -0.2888334937 -0.265227253 -0.328080867 0.900721943
## [654,] 0.495701288 0.2609948977 0.933442094 0.118850532 0.160284309
## [655,] 0.556597484 0.7143959792 0.137175466 -0.354227417 -0.350654662
## [656,] -0.065840415 -0.0654595584 -0.233913968 -0.035830986 -0.108290756
## [657,] -0.109173740 0.0526393337 0.295253688 -0.106002765 -0.014862406
## [658,] 0.135852393 0.4719342408 0.259802565 0.066973485 0.022346905
## [659,] 0.042206634 -0.0388421421 -0.038633598 0.031943244 -0.057285963
## [660,] 0.037087297 0.1079299518 -0.040036182 0.013147665 0.508509024
## [661,] 0.040403867 0.0301497496 -0.044487928 -0.009153546 0.058067382
## [662,] 0.013654698 0.0184049756 0.103134336 0.193234213 0.166969436
## [663,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [664,] -0.071648137 0.3244205392 0.337930027 -0.010704483 0.182710095
## [665,] -0.124836421 0.6947689941 -0.236143201 0.017505659 -1.146550819
## [666,] -0.764468235 -0.0664689635 -0.162458995 -0.093336327 0.123383594
## [667,] -0.426769215 -0.4424437364 0.055405006 0.281384893 -0.299118315
## [668,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [669,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [670,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [671,] 0.084565663 0.1322913150 -0.095846385 0.280435048 0.044741409
## [672,] -0.106307035 0.0019905265 0.209191895 -0.289224004 -0.026624169
## [673,] -0.075191407 0.1703468699 -0.016837816 0.050304752 0.324667037
## [674,] -0.498380859 0.3535439711 -0.099871558 0.603651367 -0.042836580
## [675,] -0.061904278 -0.0692958175 -0.083878122 0.271935891 0.125330186
## [676,] -0.168457816 0.8423920070 0.440815993 -0.463548099 0.485333163
## [677,] -0.048920758 0.0887903534 0.015874389 -0.155390421 0.099599312
## [678,] 0.027506083 0.1590375866 0.188154237 -0.515695464 -0.116219994
## [679,] 0.056738949 -0.2534530209 -0.041697493 -0.286313257 -0.470247985
## [680,] -0.071648137 0.3244205392 0.337930027 -0.010704483 0.182710095
## [681,] -0.634813932 0.1193984778 0.024809098 0.586658623 -0.705833228
## [682,] -0.476955375 0.2110308048 -0.753006810 -0.325166516 -0.018335915
## [683,] 0.263563896 0.8078837253 -0.459568662 -0.748049933 0.175047539
## [,29] [,30] [,31] [,32]
## [1,] -0.1053899525 -0.221954475 0.0374261817 -0.0898273461
## [2,] -0.0751020225 -0.481565372 0.0776935703 0.2145103167
## [3,] -0.4015402900 0.203911264 -0.0665100485 0.1220074534
## [4,] -0.4173451286 -0.356796758 -0.3007207052 -0.0851070251
## [5,] 0.0032400817 0.435227366 0.1390762049 -0.2047073743
## [6,] -0.4948010198 0.272584182 -0.2738849352 -0.1873908052
## [7,] -0.1241490511 -0.232431729 0.0414691624 -0.0979506549
## [8,] -0.2512200926 -0.073287090 -0.3546910035 -0.4399262075
## [9,] -0.3810239802 0.204952836 -1.0275737592 0.2356592827
## [10,] 0.2818108005 0.063482097 0.1132852500 -0.0515562152
## [11,] 0.1325902764 -0.240058029 0.2995559584 0.2242427719
## [12,] -0.0257522848 0.214482653 -0.0754882177 -0.1240230785
## [13,] -0.1126024468 0.428034555 0.7547233699 0.4142078103
## [14,] -0.2661359017 -0.173009527 0.1417812491 -0.1207641047
## [15,] -0.7928804790 -0.290051504 -0.2814408549 0.1074637876
## [16,] 0.2474310824 -0.271810955 -0.5413026395 0.1470233583
## [17,] 0.2236790945 0.099295026 0.2797190025 -0.1014961284
## [18,] -0.0761610172 -0.070575249 0.1577961833 -0.2504835052
## [19,] -0.4642169371 -0.143970584 -0.7660059361 -0.0442084364
## [20,] -0.0296565433 -0.227837832 -0.0465038657 -0.0705726322
## [21,] 0.1016006543 -0.293457879 0.1698818714 0.0038952512
## [22,] 0.1762758808 0.863450486 0.0098311502 -1.0475972817
## [23,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [24,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [25,] -0.6906673019 0.385430162 0.2305488002 -0.3960389618
## [26,] 0.2154587262 0.039841623 0.3406965418 0.4729407571
## [27,] 0.1944501592 -0.052084200 0.1593490009 0.0591600307
## [28,] -0.0257522848 0.214482653 -0.0754882177 -0.1240230785
## [29,] -0.0974817587 -0.095339782 -0.0194266685 0.1292605073
## [30,] 0.1573270202 0.075654552 0.5071302944 0.4230008440
## [31,] -0.3255923965 0.044612379 -0.1974110369 -0.2730104553
## [32,] -0.4834626735 0.846177941 0.5608406082 0.2519352524
## [33,] -0.3802390062 0.341908619 -0.0573904050 -0.4395438526
## [34,] -0.1041199560 -0.086174451 0.1091698782 -0.0358083330
## [35,] -0.0257522848 0.214482653 -0.0754882177 -0.1240230785
## [36,] 0.6049396061 -0.090167016 0.2792201685 -0.0075614769
## [37,] 0.5751560106 -0.076506729 -0.0660743156 0.5015721483
## [38,] -0.4809422430 0.520516599 0.1302068429 -0.0950991549
## [39,] -0.1833897306 1.072581436 -0.1453477817 -0.4094177796
## [40,] -0.6009060171 0.624200484 0.2089526956 0.3564720546
## [41,] 0.3152254003 0.292917192 0.4695441953 0.3692958948
## [42,] -0.1294717549 -1.029307414 0.0022812476 -0.2599987379
## [43,] 0.5012970972 0.219916197 0.2667543852 -0.1459489925
## [44,] -0.0893040009 -0.304303641 0.1926267236 -0.4025231300
## [45,] -1.0232313106 0.238451388 -0.5513826836 0.2438233275
## [46,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [47,] 0.0032400817 0.435227366 0.1390762049 -0.2047073743
## [48,] -1.1549955208 0.129419943 0.2398569930 -0.6896193440
## [49,] -0.0357231312 0.189203174 0.0364334460 -0.0074013507
## [50,] -0.5986420221 -0.664192515 0.2386325673 0.4107544016
## [51,] 0.1127907685 0.104835525 0.2164657449 -0.4780841419
## [52,] 0.6667563271 -0.584299288 -0.3386665540 -0.2907265182
## [53,] 0.3213715584 -0.353887385 0.0228768014 0.3883782224
## [54,] -0.4385152552 -0.108477323 0.4151792174 0.0910601457
## [55,] 0.1924214505 -0.368085298 0.4580880556 0.8364887561
## [56,] -0.1605341894 -0.448324997 0.0226999155 0.6077664693
## [57,] 0.0178296252 0.027523714 0.1103858064 0.0420250489
## [58,] 0.1538286902 0.479380519 0.0539281602 -0.9219400334
## [59,] 0.5053951762 -0.143237196 0.2709673205 -0.3910637709
## [60,] 0.1734031896 0.227939232 -0.0302387460 0.2212241349
## [61,] -0.8415261796 -0.241174867 0.1813684780 0.4161540751
## [62,] 1.1926485979 0.125679122 -0.2878582073 0.3984561712
## [63,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [64,] -0.1421759966 0.307529819 -0.5546802497 0.3137682707
## [65,] -0.0761610172 -0.070575249 0.1577961833 -0.2504835052
## [66,] 1.4591949914 0.075714692 0.0894841985 0.0367071954
## [67,] 0.9563527637 -0.288035215 0.5620963782 0.4344602919
## [68,] -0.0991908256 -0.378315992 0.0425407636 0.1236996265
## [69,] 0.1123182610 -0.063808707 0.4299455635 0.2305618715
## [70,] -0.2952921779 0.164304658 -0.4481917745 0.2759311920
## [71,] 0.1534926167 0.102686777 0.4787126567 0.3753808399
## [72,] -0.3805169635 -0.119350115 0.4190183081 -1.1096112878
## [73,] -0.6449382713 -0.643953759 -0.1882547526 0.1233945633
## [74,] 0.2395482500 -0.007199791 -0.4633834721 0.1943933752
## [75,] 0.3261311670 -0.216311380 0.0210182034 0.0677011772
## [76,] 0.3184039319 0.297428578 0.4187414782 -0.0908720391
## [77,] -0.5412392696 -0.027167220 0.2274327658 -0.0709934094
## [78,] -0.0337186239 0.318331469 -0.0835673336 -0.0140203707
## [79,] 0.3535924614 0.078044014 -0.3742614534 0.1322185730
## [80,] 0.1690324848 0.396591266 0.4197396344 -0.2680295257
## [81,] -0.0472582464 -0.257767404 -0.1290075709 -0.0398874329
## [82,] -0.1906787222 0.347125762 -0.1603271952 0.3523188959
## [83,] 0.2989536110 -0.211471606 -0.3339584280 -0.8367073610
## [84,] -0.4230358180 -0.489606914 -0.9599246182 0.5702175843
## [85,] -0.4063607095 0.191832489 0.2477765169 1.1515154163
## [86,] -0.6081388117 0.393624450 0.1624156372 1.2515517165
## [87,] -0.0761610172 -0.070575249 0.1577961833 -0.2504835052
## [88,] -0.0883652337 0.615627710 0.0564532982 -0.1805537679
## [89,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [90,] -0.3450998381 0.359523273 -0.0643510825 -0.1589040354
## [91,] -0.0761610172 -0.070575249 0.1577961833 -0.2504835052
## [92,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [93,] -0.3255923965 0.044612379 -0.1974110369 -0.2730104553
## [94,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [95,] -0.1923598630 0.542280909 -0.4062891451 -0.4140345330
## [96,] -0.1053899525 -0.221954475 0.0374261817 -0.0898273461
## [97,] 0.4908176077 0.090031961 1.0543621323 0.2140108562
## [98,] 1.2350187765 -0.147587562 -0.6478564444 0.5047740558
## [99,] -0.0250470935 -0.724117767 0.3845059020 -1.1215802492
## [100,] 0.6009151124 -0.035508139 -0.1301554621 -0.1594497275
## [101,] -0.0017887133 -0.188474718 0.0005162167 -0.4173992574
## [102,] -0.2065423206 -0.090622894 0.1045334324 0.3125803587
## [103,] -0.4953081412 -0.198615060 0.5375937084 0.2047964522
## [104,] 0.8686428100 -0.093770859 -0.4773834996 -0.5141971675
## [105,] -0.1548423582 0.058531955 0.0446714809 0.0792353509
## [106,] 0.1318303043 0.037461065 0.4258940341 -0.5815966071
## [107,] 0.1564602678 -0.292990155 0.2050456375 0.2709016999
## [108,] 0.1287033758 -0.078424785 -0.4344151819 0.3056587758
## [109,] -0.0180890292 0.267698463 0.1023578502 -0.3150970929
## [110,] -0.2396821206 -0.307689778 -0.0699041488 0.1148243302
## [111,] 0.0713294985 0.167676166 0.4831425613 0.3885721928
## [112,] -0.3063869904 0.520204354 0.0765713670 0.6721078299
## [113,] -0.2882665833 -0.092850152 0.1895246446 -0.2214078341
## [114,] 0.1001758633 -0.360988377 -0.0636838627 -0.1289911375
## [115,] -0.0108778023 -0.025341714 0.1467266897 0.5493639263
## [116,] 0.7106153360 -0.580261933 0.1418017754 -0.3225882103
## [117,] 0.0803582529 -0.148644666 -0.2434786147 0.0120862192
## [118,] -0.3434085839 0.168098335 -0.2329438011 0.1719473665
## [119,] -0.1835033096 -0.104590792 0.0416161742 -0.4010998024
## [120,] 0.0587627705 0.235668343 -0.2196746434 -0.0606561810
## [121,] -0.4248134747 0.424071090 0.2221360432 0.3460519534
## [122,] 0.7346517342 -0.190767021 0.5383947222 -0.3306323578
## [123,] 0.5986743960 0.195866244 0.7155286706 -0.1437084258
## [124,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [125,] 0.2514274285 -0.713947740 -0.6311619599 0.8903277070
## [126,] -0.4783323716 -0.138145257 0.1445270256 -0.0178799576
## [127,] -0.0464856928 -0.255405449 -0.1041353493 -0.6475405731
## [128,] -0.0864144711 -0.132693368 -0.4329269704 0.0397529724
## [129,] 0.1123182610 -0.063808707 0.4299455635 0.2305618715
## [130,] -0.3255923965 0.044612379 -0.1974110369 -0.2730104553
## [131,] -0.1896524529 0.159783600 0.8850629603 -0.1300808223
## [132,] -0.0744540819 -0.062603410 0.2501150995 0.3224576986
## [133,] -0.1864585990 0.135573834 0.2583707289 0.2411101270
## [134,] 0.0312512889 -0.058770819 -0.1493635832 0.2396250410
## [135,] 0.2236790945 0.099295026 0.2797190025 -0.1014961284
## [136,] -0.2904532284 0.062227032 -0.2043717144 0.0076293619
## [137,] 0.2980513984 -0.018604443 0.1224390359 -0.2684118806
## [138,] -0.2904532284 0.062227032 -0.2043717144 0.0076293619
## [139,] -0.1377132533 0.244984668 -0.5463097769 -0.2475011358
## [140,] 0.5698917238 -0.613765822 0.1984662459 -0.6695779330
## [141,] 0.1001758633 -0.360988377 -0.0636838627 -0.1289911375
## [142,] -0.0257522848 0.214482653 -0.0754882177 -0.1240230785
## [143,] -0.5954511794 0.102329594 0.3393147403 -0.2408578443
## [144,] 0.1654368504 0.331788048 -0.0383178619 0.3312268427
## [145,] -0.3691340054 0.766670528 0.5874918164 0.0177326008
## [146,] -0.1819963022 0.414432397 -0.4646285665 -0.5152546619
## [147,] 0.1325902764 -0.240058029 0.2995559584 0.2242427719
## [148,] -0.0768997539 -0.221030285 0.0782577495 -0.0481482200
## [149,] 0.5842967725 -0.813913201 0.4320125532 0.2136991586
## [150,] 0.0488112280 0.240775077 -0.1081968166 -0.2780876374
## [151,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [152,] 0.4398691629 -0.736939232 -0.2621339450 -0.0716172945
## [153,] 0.2291151179 -0.267829687 -0.1429153910 -0.0356391152
## [154,] -0.3255923965 0.044612379 -0.1974110369 -0.2730104553
## [155,] 0.3945884893 -0.104922376 -0.0857987995 -1.5192361371
## [156,] -0.6296293402 0.605745730 -0.8453862587 -0.4996153657
## [157,] 0.0278771609 -0.164903676 0.1414614379 -0.0591332258
## [158,] -0.4783323716 -0.138145257 0.1445270256 -0.0178799576
## [159,] 0.6270866900 0.369142424 -0.0366457738 -0.4556268142
## [160,] 0.1046692425 0.177152845 -0.0695756362 0.0807541853
## [161,] -0.1763837130 -0.093748054 0.4727839032 -0.9473651420
## [162,] -0.4988823674 0.426874219 0.0846370574 -0.2673908202
## [163,] -0.4783323716 -0.138145257 0.1445270256 -0.0178799576
## [164,] 0.2658228099 0.257610501 0.0906778503 0.0832186941
## [165,] -0.2904532284 0.062227032 -0.2043717144 0.0076293619
## [166,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [167,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [168,] 0.9112016944 0.100772835 -0.1915258990 -0.6692947810
## [169,] 0.0148247244 0.472391769 -0.0739219332 0.1032795357
## [170,] -0.4147922267 0.046324263 -0.3901307067 -0.2804660913
## [171,] -0.3255923965 0.044612379 -0.1974110369 -0.2730104553
## [172,] 0.2581927951 0.717343929 0.3988032418 0.0564581082
## [173,] -0.0761610172 -0.070575249 0.1577961833 -0.2504835052
## [174,] 0.1072393312 0.392179851 0.4184201926 -0.0026305025
## [175,] 0.1325902764 -0.240058029 0.2995559584 0.2242427719
## [176,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [177,] -0.0296565433 -0.227837832 -0.0465038657 -0.0705726322
## [178,] 0.1143622727 0.284171570 0.7189310299 -0.0355330345
## [179,] 0.1661293327 0.295202890 -0.7263048271 0.5859132482
## [180,] 0.0102268836 0.088541914 0.0432694126 0.0188829695
## [181,] 0.3675446821 -0.359614370 -0.1291642606 0.8700780834
## [182,] 0.0549586712 0.241735966 -0.8422702845 0.1195365582
## [183,] 0.4389388860 0.702363029 -0.1774979024 -0.2606231314
## [184,] -0.2272291958 -0.331525001 0.1630383190 0.1536911009
## [185,] -0.4340279400 0.119315918 0.1208630748 0.3433586847
## [186,] 0.3868160088 -0.051641724 -0.5441012912 -0.2721735466
## [187,] 0.1944501592 -0.052084200 0.1593490009 0.0591600307
## [188,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [189,] -0.4783323716 -0.138145257 0.1445270256 -0.0178799576
## [190,] -0.0761610172 -0.070575249 0.1577961833 -0.2504835052
## [191,] -0.5048970330 -0.276223619 0.1344117642 -0.5872586738
## [192,] 0.0117660765 -0.061140933 -0.1446777262 -0.1317918640
## [193,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [194,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [195,] -0.8120076243 0.606137810 0.1526678416 -0.0292098651
## [196,] 0.3714871731 0.461263387 0.2723240579 -0.2838406029
## [197,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [198,] -0.1053899525 -0.221954475 0.0374261817 -0.0898273461
## [199,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [200,] -0.4621006989 0.619897468 -0.3691946809 0.5694870849
## [201,] -0.2121414894 0.129789969 0.6507979844 0.6505688530
## [202,] 0.1325902764 -0.240058029 0.2995559584 0.2242427719
## [203,] 0.1325902764 -0.240058029 0.2995559584 0.2242427719
## [204,] 0.2304293276 -0.178024940 0.2781066312 0.2020660787
## [205,] 0.7490872197 -0.607158450 0.7555423180 -1.0310049918
## [206,] -0.2852550885 -0.352897832 0.0051613696 0.6189849780
## [207,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [208,] -0.4678392979 0.213759732 0.0374071452 0.2843903914
## [209,] -0.6082363210 0.295546066 0.0458369941 0.2078149200
## [210,] -0.0278979867 -0.321528981 0.2868715944 -0.2176288842
## [211,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [212,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [213,] -0.5234428551 -1.036481839 -0.4267443429 -0.6679715142
## [214,] -0.1117884415 -0.239562340 0.2240926969 0.1008292085
## [215,] -0.2578756134 0.013308677 0.1988961408 -0.2341840502
## [216,] 0.2602255060 0.879830627 -0.3356550716 -0.7013448375
## [217,] 0.7544251973 0.371654074 0.7280188420 0.1493236233
## [218,] -0.0862244226 0.340686708 -0.1602843605 1.0272170123
## [219,] 0.8617861248 -0.546392162 -0.3379456993 -0.1814842206
## [220,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [221,] 1.0315934612 0.118355238 -0.4911513315 -0.1650350193
## [222,] 0.4094768942 -0.923361372 -0.7199162778 0.8000672574
## [223,] 0.1325902764 -0.240058029 0.2995559584 0.2242427719
## [224,] 0.0536174670 1.117997991 -0.3200955539 -0.1800575612
## [225,] -0.8550748945 0.600432139 -0.3050502516 -0.6417554737
## [226,] 0.2515455464 -0.019411808 0.1377764215 -0.4098608979
## [227,] 0.0698228986 0.172840410 -0.3258858257 0.7287781456
## [228,] 0.2022595198 -0.249289196 0.1896117055 -0.1722873727
## [229,] -0.6280704504 -0.106013088 0.2491674184 -0.0184061175
## [230,] -0.2306063910 1.118724432 0.8694446891 -0.3460939881
## [231,] 0.0459038760 0.530175083 0.3586919693 -0.5821008493
## [232,] -0.6839885917 -0.549198582 -0.1624558213 -0.0007040260
## [233,] -0.4545731221 0.171120103 0.4609429747 -0.2790423409
## [234,] 0.3283606013 0.605177563 0.2244358203 0.6057903895
## [235,] -0.0631119925 0.411586892 0.3664874967 0.3197895981
## [236,] -0.3255923965 0.044612379 -0.1974110369 -0.2730104553
## [237,] 0.0227567894 -0.332184721 0.2442661107 -0.0975073604
## [238,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [239,] -0.0832444806 0.417398287 -0.0335902606 -0.1164733323
## [240,] -0.3244076407 -0.144970139 0.2592909032 0.5316994475
## [241,] -0.2685926289 -0.974708570 -0.2565749623 0.2567736187
## [242,] -0.4709054432 -0.076608965 0.3084238132 -0.2105979481
## [243,] 0.1171541494 -0.237327673 -0.6137369503 -0.1591171724
## [244,] 0.0590816565 0.012639401 -0.0115987238 -0.0258171703
## [245,] 0.0830110617 -0.122781181 0.4831683491 0.3945883164
## [246,] 0.3152254003 0.292917192 0.4695441953 0.3692958948
## [247,] -0.8415261796 -0.241174867 0.1813684780 0.4161540751
## [248,] -0.3859942579 -0.178348316 0.2890548574 -0.0677475198
## [249,] -0.2904532284 0.062227032 -0.2043717144 0.0076293619
## [250,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [251,] -0.4783323716 -0.138145257 0.1445270256 -0.0178799576
## [252,] -1.0336577500 0.199725629 0.0602729376 0.7035087336
## [253,] 0.1725181996 0.566311818 0.1988842401 -0.1082994452
## [254,] -0.6774550934 -0.534089829 -0.7871846376 1.1392890960
## [255,] 0.3258825828 0.301687491 0.3516291630 0.6731838086
## [256,] 0.0328294871 0.024479362 -0.2052469567 -0.2579381704
## [257,] 0.1361154470 -0.505046083 -1.0914992462 0.0171988267
## [258,] 0.2281682846 -0.418476993 -0.1386886885 0.0878873867
## [259,] -0.1158983693 0.393044390 -0.1890567119 0.2971500324
## [260,] 0.0698238255 0.285192303 0.4178992967 -0.2470754160
## [261,] -0.4295828804 -0.098006901 0.3400202343 -0.2406893177
## [262,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [263,] -0.1657166476 -0.277012260 -0.2534491946 -0.4502108796
## [264,] -0.1053899525 -0.221954475 0.0374261817 -0.0898273461
## [265,] 0.0698238255 0.285192303 0.4178992967 -0.2470754160
## [266,] -0.1735615070 -1.027991040 -0.8205878388 0.2271620193
## [267,] -0.3742941935 -0.232473685 0.1281922803 0.1734703218
## [268,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [269,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [270,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [271,] -0.6520343664 0.758391838 0.0985666578 -0.4060661004
## [272,] -0.4783323716 -0.138145257 0.1445270256 -0.0178799576
## [273,] -0.3802390062 0.341908619 -0.0573904050 -0.4395438526
## [274,] -0.3333214095 -0.252249011 0.3510688065 0.1191150934
## [275,] -0.0398744130 -0.021137470 -0.1254193135 0.3849678375
## [276,] -0.4304360892 -0.676380761 0.2104674068 -1.2822688488
## [277,] -0.0920687181 0.030766333 -0.0582428675 0.0168698902
## [278,] -0.2548344000 0.304821570 -0.4008685976 0.1243397234
## [279,] -0.1864585990 0.135573834 0.2583707289 0.2411101270
## [280,] 0.3967960693 -0.467008397 0.3311643669 0.0050042245
## [281,] 0.1308350607 -0.333617778 -0.0790798872 -0.3530779235
## [282,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [283,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [284,] 0.3526894872 -0.592912937 -0.1625993345 0.5287517462
## [285,] -0.1921861195 -0.199135042 0.0465127145 -0.1761151994
## [286,] 0.7373031276 -0.159383947 -0.2569275598 -0.0135399731
## [287,] 0.0752419410 -0.134789859 -0.4861691213 0.2913143662
## [288,] -0.1070474078 -0.901513007 -0.5651992811 -0.6038921776
## [289,] -0.2359473688 -1.017288173 -0.5152576735 0.4983825326
## [290,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [291,] 0.1718469735 0.333019106 0.5044343960 0.7272974870
## [292,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [293,] -0.1040633587 0.281271586 0.1006330703 0.2836739189
## [294,] 0.3341129596 0.043949273 -0.2305056641 -0.3053301590
## [295,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [296,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [297,] -0.2459375539 -0.472648167 -0.0238802185 -0.0935877859
## [298,] -0.2523465785 -0.186342414 0.3299176274 -0.0477366651
## [299,] -0.0337186239 0.318331469 -0.0835673336 -0.0140203707
## [300,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [301,] -0.2532760785 -0.635384583 -0.2267580155 -0.1533545406
## [302,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [303,] 0.4324303881 -0.070187754 0.4214787777 0.3732301487
## [304,] 0.7003178282 -0.157893825 0.0299064837 -0.2356709188
## [305,] 0.4251307069 0.163909978 0.1189392507 -0.2018630121
## [306,] -0.0858213657 -0.269774945 0.1039087791 0.1179914128
## [307,] 0.5695333521 -0.407015512 0.0019724768 -0.1287717114
## [308,] 0.0504331682 -0.506835460 1.5211351150 -1.0094000323
## [309,] -0.4783323716 -0.138145257 0.1445270256 -0.0178799576
## [310,] 0.2439323286 -0.071690441 -0.3238978322 0.1140604671
## [311,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [312,] 0.0138609098 -0.300860246 -0.0330165650 0.2036965562
## [313,] -0.4466142775 0.094828060 0.4209405373 0.1656609073
## [314,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [315,] -0.8259744595 -0.525627057 0.0226636839 0.0344975693
## [316,] 0.2352415928 0.246800110 -0.3396056407 0.5123987552
## [317,] -0.9453792148 1.217494487 -0.1111015876 0.5683331934
## [318,] -0.2913050613 -0.412140826 0.0492545771 -0.5736872000
## [319,] 0.3763457374 -0.002828785 -0.0406788318 -0.0329989261
## [320,] 0.4765722486 -0.872954331 -0.5118254174 0.8904365465
## [321,] -1.1220994674 -0.004547120 0.3481281297 -0.5031235845
## [322,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [323,] 0.3536738965 -0.887736542 0.3172880031 -0.3754479644
## [324,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [325,] 0.4324303881 -0.070187754 0.4214787777 0.3732301487
## [326,] 0.5040425501 -0.668259470 -0.1228182297 -0.0445914539
## [327,] -0.3367388511 0.197567729 0.5079179818 0.3410207592
## [328,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [329,] -0.1377132533 0.244984668 -0.5463097769 -0.2475011358
## [330,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [331,] 0.2040313099 -0.014433353 -0.2984760554 -0.8029450839
## [332,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [333,] 0.2122294116 0.046977608 -0.4789974524 -0.0482595790
## [334,] 0.3803185794 -0.218558605 -0.0250954723 0.4393170675
## [335,] -0.0729266297 -0.460227170 0.0197128223 0.1851357870
## [336,] -0.5477940238 0.118709567 0.4261167091 0.8319213895
## [337,] 0.1618902896 0.484220429 -0.3301925368 -0.0185418956
## [338,] -0.3255923965 0.044612379 -0.1974110369 -0.2730104553
## [339,] -0.9584032671 0.387371667 0.5031789616 -0.2100019562
## [340,] -0.0038006587 0.701873242 -0.5870733928 0.2881100259
## [341,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [342,] 0.3197509334 0.108815414 0.2553051412 0.1998568589
## [343,] -0.1099975850 -0.045645386 0.6645269490 0.3614255169
## [344,] -0.2648985865 -0.791486190 0.1689268979 0.9652532077
## [345,] -0.0578998273 -0.197745800 -0.0176696870 -0.1673591471
## [346,] -0.2862627112 0.576975248 0.3410167482 -0.8094744801
## [347,] 0.3051106752 -0.052007692 -0.3009852288 -0.0010014241
## [348,] -0.5334010888 0.082949960 0.3575464485 0.1778676442
## [349,] 0.0497198634 -0.187016772 -0.0107192579 0.0683591327
## [350,] 0.2907477277 0.307063122 0.3450041173 -0.3743108265
## [351,] -0.3255923965 0.044612379 -0.1974110369 -0.2730104553
## [352,] -0.0257522848 0.214482653 -0.0754882177 -0.1240230785
## [353,] 0.9917561773 0.115027677 -0.1214228694 -0.4486959321
## [354,] 0.7432763398 0.313153116 0.6608928120 -0.4166135308
## [355,] -0.0974817587 -0.095339782 -0.0194266685 0.1292605073
## [356,] 0.3502984899 -0.081912262 0.6920753403 0.5446319894
## [357,] 0.4686854417 0.137460911 0.2337317654 -0.1419078453
## [358,] -0.0974817587 -0.095339782 -0.0194266685 0.1292605073
## [359,] 0.2980513984 -0.018604443 0.1224390359 -0.2684118806
## [360,] 0.1398035494 0.245212041 0.2993696328 -0.1073733665
## [361,] -0.1041199560 -0.086174451 0.1091698782 -0.0358083330
## [362,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [363,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [364,] 0.4324303881 -0.070187754 0.4214787777 0.3732301487
## [365,] 0.0347356080 0.202058948 0.0599320756 0.3904958886
## [366,] 0.4613455004 -0.447939456 -0.0393432215 0.0203794390
## [367,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [368,] -0.4878391583 -0.576074044 0.3561941995 0.6191735758
## [369,] -0.2964367933 -0.088889842 -0.0555008071 -0.1100389145
## [370,] -0.1377132533 0.244984668 -0.5463097769 -0.2475011358
## [371,] -0.1377132533 0.244984668 -0.5463097769 -0.2475011358
## [372,] -0.0861073524 0.403223801 0.0113853607 0.0089299898
## [373,] 0.1864650061 0.251709015 -0.2183294143 0.0798683263
## [374,] -0.0715344171 0.219682612 0.5593361056 0.0415451326
## [375,] 0.0782858932 0.120154226 -0.0918229630 0.0673272010
## [376,] 0.3673140797 0.299492710 -0.0761019346 0.5004004290
## [377,] 0.0419644982 0.183178951 0.3208189600 -0.0851966734
## [378,] 0.3871759694 0.828000849 -0.2803129412 0.0049866643
## [379,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [380,] 0.3204694196 -0.039685740 -0.0493427816 0.2497520914
## [381,] 0.0726109158 -0.161654726 0.2849611382 0.3026784777
## [382,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [383,] -0.4783323716 -0.138145257 0.1445270256 -0.0178799576
## [384,] 0.1117181260 0.129797040 -0.1911025567 -0.2249741857
## [385,] -0.0163223758 -0.098416339 0.0836813469 0.3723976118
## [386,] -0.0393500526 -0.131152711 -0.1858604210 0.1792004205
## [387,] -0.5023449442 -0.302847417 0.5709810645 0.1599180888
## [388,] -0.2904532284 0.062227032 -0.2043717144 0.0076293619
## [389,] 0.2909186434 -0.011592170 0.5493174090 0.2470631989
## [390,] -0.6895799416 -0.427073779 -0.6117800423 0.1365252402
## [391,] 0.2262211225 0.292045983 -0.4915117075 0.2449249901
## [392,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [393,] 0.3561831044 -0.054417372 -0.0439947167 -0.2184719674
## [394,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [395,] -0.0504742383 0.618282209 -0.3063356004 -0.4500708663
## [396,] -0.1041199560 -0.086174451 0.1091698782 -0.0358083330
## [397,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [398,] -0.0954015965 -0.913709445 -0.1873539487 0.6491892278
## [399,] -0.0310176486 -0.339853943 -0.1198537850 -0.2567430983
## [400,] -0.1827481364 0.922497182 -0.2882814504 0.8933682694
## [401,] -0.2526651675 -0.475754095 -0.0893161934 0.3395634169
## [402,] 0.0806254250 0.079543276 -0.1820676740 0.7388898493
## [403,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [404,] -0.0326174015 -0.020828890 -0.3618103298 -0.5259587458
## [405,] 0.1582947671 0.311413824 -0.3819046613 -0.0453577425
## [406,] -0.3293341607 0.324922996 -0.1150009318 -0.1421931175
## [407,] 0.0845879940 -0.360958434 0.1155572744 0.5049150511
## [408,] 0.0801566269 -0.208956084 0.5720119007 0.1269846390
## [409,] 0.1123182610 -0.063808707 0.4299455635 0.2305618715
## [410,] -0.2904532284 0.062227032 -0.2043717144 0.0076293619
## [411,] -0.2194218313 0.055014459 -0.1324177671 -0.4770567520
## [412,] 0.3451283264 0.037610977 -0.3640965273 0.2472047767
## [413,] 0.1236422520 0.824708692 -0.1875151059 0.1398749376
## [414,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [415,] -0.0257522848 0.214482653 -0.0754882177 -0.1240230785
## [416,] 0.3792496684 -0.156229180 0.2838354282 0.2891883308
## [417,] 0.2366643359 0.013512284 -0.0339896659 0.2546400686
## [418,] 0.2984883372 -0.146412628 0.1430142555 0.2505103102
## [419,] -0.0785481196 0.414317249 -0.5468054120 -0.0635703462
## [420,] -0.1834930391 -0.375127279 -1.0845957635 0.8028565350
## [421,] -0.1590196908 0.610675776 0.1731129381 0.0346923368
## [422,] -0.5514072185 0.228215935 0.4903547154 0.2475726385
## [423,] 0.1117181260 0.129797040 -0.1911025567 -0.2249741857
## [424,] 0.1089873268 0.623875148 0.0607740275 -0.0077962140
## [425,] 0.0824891907 -0.021582185 -0.3114725584 -0.0643180265
## [426,] -0.0439053940 -0.094104938 0.0971396950 0.0128202796
## [427,] -0.0669774836 -0.503781852 -1.2246985134 -0.0943625052
## [428,] 0.0011443404 0.533165377 -0.2258374693 -0.0494786542
## [429,] 0.0614422211 0.258441246 -0.5010603052 0.0977460776
## [430,] 0.2441863720 -0.351534464 -0.0609974115 0.5296093895
## [431,] -0.1377132533 0.244984668 -0.5463097769 -0.2475011358
## [432,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [433,] 0.0824891907 -0.021582185 -0.3114725584 -0.0643180265
## [434,] 0.3204694196 -0.039685740 -0.0493427816 0.2497520914
## [435,] 0.8517755387 -0.001976973 0.1365094742 -0.0489894282
## [436,] 0.6388994735 0.649027175 0.5016794736 0.2361734274
## [437,] 0.0824891907 -0.021582185 -0.3114725584 -0.0643180265
## [438,] -0.2110521295 0.568029647 -0.2230916928 0.0534054928
## [439,] 0.4377472280 -0.341813379 -0.2671658192 -1.0854847497
## [440,] 0.0329207900 0.401050022 -0.4350170475 -0.1209971005
## [441,] -0.1953220630 -0.386576898 -0.1077823896 -0.3907932633
## [442,] -0.0516667344 -0.454709132 0.7427680627 -0.7336142147
## [443,] 0.3586312700 -0.286358874 0.0716242414 0.3398186745
## [444,] 0.1568614946 -0.139481654 -0.4687525250 -0.2312337787
## [445,] 0.0003572925 -0.033306693 -0.0408759957 0.1070838142
## [446,] 0.1618902896 0.484220429 -0.3301925368 -0.0185418956
## [447,] -0.1749275046 -0.215146070 0.0219676540 -0.0792204422
## [448,] 0.2376236988 0.478337071 -0.4141225842 0.0007128183
## [449,] 0.2157563041 0.035468613 -0.2074373021 -0.0336239062
## [450,] 0.1117181260 0.129797040 -0.1911025567 -0.2249741857
## [451,] -0.4204454094 -0.713990221 -0.7888522273 0.1799936845
## [452,] -0.0201514784 0.569973952 -0.3282262608 -0.4968091927
## [453,] -0.1813954361 -0.635749189 0.0687406959 -0.0453701004
## [454,] 0.1117181260 0.129797040 -0.1911025567 -0.2249741857
## [455,] 0.1709834118 -0.232016758 0.0235183615 -0.0855790283
## [456,] 0.1573270202 0.075654552 0.5071302944 0.4230008440
## [457,] 0.2376236988 0.478337071 -0.4141225842 0.0007128183
## [458,] 0.4940418800 0.016463992 -0.1547221563 0.2468301122
## [459,] 0.1117181260 0.129797040 -0.1911025567 -0.2249741857
## [460,] 0.0824891907 -0.021582185 -0.3114725584 -0.0643180265
## [461,] -0.2904532284 0.062227032 -0.2043717144 0.0076293619
## [462,] 0.1860904299 0.011897572 -0.3483825234 -0.3918899378
## [463,] 0.1117181260 0.129797040 -0.1911025567 -0.2249741857
## [464,] 0.1406208967 -0.057395114 -0.4779063109 -0.0143781134
## [465,] 0.0982517294 0.260822202 -0.1072459878 -0.2885497215
## [466,] 0.4183084708 0.022347350 -0.0707921089 0.2275753983
## [467,] 0.4526179060 0.073548425 -0.5314845875 -0.2566969692
## [468,] -0.3424716052 -0.132503800 -0.0342805642 -0.4637880070
## [469,] 0.3788383503 0.729534595 -0.1461127908 -0.0539896201
## [470,] 0.1568614946 -0.139481654 -0.4687525250 -0.2312337787
## [471,] 0.3369636205 0.577094912 0.0148429802 0.2424147706
## [472,] 0.1573270202 0.075654552 0.5071302944 0.4230008440
## [473,] -0.1726917408 0.031330122 -0.2995779213 0.3713661943
## [474,] -0.7368556030 -0.266852178 0.6106139114 -0.0912372887
## [475,] 0.0037977808 -0.532013610 -0.6375066257 0.1156336191
## [476,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [477,] 0.7337828810 0.415000195 0.1316014175 0.4602638330
## [478,] 0.5594983746 0.143224561 0.5203994520 0.1903972964
## [479,] -0.2297369496 0.445832747 -0.1639134670 0.1834763353
## [480,] 0.5864900015 -0.580279683 0.1555937532 -0.2062879692
## [481,] 0.1573270202 0.075654552 0.5071302944 0.4230008440
## [482,] 0.3204694196 -0.039685740 -0.0493427816 0.2497520914
## [483,] 0.1698498321 0.093984111 -0.3575363093 -0.1750342725
## [484,] 0.2236790945 0.099295026 0.2797190025 -0.1014961284
## [485,] 0.2236790945 0.099295026 0.2797190025 -0.1014961284
## [486,] -0.0296565433 -0.227837832 -0.0465038657 -0.0705726322
## [487,] 0.2236790945 0.099295026 0.2797190025 -0.1014961284
## [488,] 0.1690324848 0.396591266 0.4197396344 -0.2680295257
## [489,] -0.0761610172 -0.070575249 0.1577961833 -0.2504835052
## [490,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [491,] -0.1118528460 0.114443569 -0.0849998689 0.0241306894
## [492,] -0.3846258848 -0.235697356 0.2349383848 -0.1557955144
## [493,] -0.4144765737 -0.572916086 -0.6974315590 0.0867545449
## [494,] 0.0824891907 -0.021582185 -0.3114725584 -0.0643180265
## [495,] -0.1377132533 0.244984668 -0.5463097769 -0.2475011358
## [496,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [497,] 0.1944501592 -0.052084200 0.1593490009 0.0591600307
## [498,] 0.0824891907 -0.021582185 -0.3114725584 -0.0643180265
## [499,] 0.1573270202 0.075654552 0.5071302944 0.4230008440
## [500,] -0.0189483053 -0.244233084 -0.0556219290 -1.2116011955
## [501,] 0.5477589232 0.367297969 -0.1556647256 -0.3911211506
## [502,] 0.3204694196 -0.039685740 -0.0493427816 0.2497520914
## [503,] 0.4324303881 -0.070187754 0.4214787777 0.3732301487
## [504,] -0.2707275342 0.241623804 -0.2216310492 -0.3258197875
## [505,] 0.5382063016 1.398594645 -0.1162285421 -0.2840495623
## [506,] -0.0233161996 0.020233541 -0.2981023471 0.0678613744
## [507,] 0.1037517869 0.233645857 -0.1991816727 -0.1149714778
## [508,] 0.2643510366 -0.403136488 0.1805532146 -0.1144244417
## [509,] 0.6958160768 -0.392042493 -0.5771418653 0.2292294252
## [510,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [511,] -0.3450998381 0.359523273 -0.0643510825 -0.1589040354
## [512,] 0.1117181260 0.129797040 -0.1911025567 -0.2249741857
## [513,] -0.0761610172 -0.070575249 0.1577961833 -0.2504835052
## [514,] 0.0214440920 0.258106190 0.0152145887 -0.0401948692
## [515,] 0.5594983746 0.143224561 0.5203994520 0.1903972964
## [516,] 1.1331851764 0.727122226 -0.5386935568 0.6205075492
## [517,] 0.3561831044 -0.054417372 -0.0439947167 -0.2184719674
## [518,] 0.1325902764 -0.240058029 0.2995559584 0.2242427719
## [519,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [520,] -0.0257522848 0.214482653 -0.0754882177 -0.1240230785
## [521,] -0.3400075116 0.001584169 0.4694927034 -0.0627822095
## [522,] -0.1053899525 -0.221954475 0.0374261817 -0.0898273461
## [523,] -0.0310176486 -0.339853943 -0.1198537850 -0.2567430983
## [524,] 0.2236790945 0.099295026 0.2797190025 -0.1014961284
## [525,] 0.2701835683 -0.057967558 0.0754189535 0.0784147446
## [526,] 0.2712422408 0.289972321 -0.0516880732 0.1990474418
## [527,] -0.2904532284 0.062227032 -0.2043717144 0.0076293619
## [528,] 0.2610895731 0.030634352 -0.1921007129 -0.0478166991
## [529,] 0.2236790945 0.099295026 0.2797190025 -0.1014961284
## [530,] -0.1625307927 0.500054387 0.3351289768 -0.1191546351
## [531,] 0.1944501592 -0.052084200 0.1593490009 0.0591600307
## [532,] 0.4563755311 -0.163440007 -0.2299767248 0.2287640018
## [533,] 0.1981060268 0.288914203 -0.3056293274 0.0443922890
## [534,] 0.0453660517 0.106156567 0.0363087351 0.2995227867
## [535,] -0.2310098968 -0.768764992 0.7480810040 -0.3133113503
## [536,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [537,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [538,] -0.1088621032 0.058069307 -0.1931080020 -0.0123168246
## [539,] 0.1827640952 -0.584475987 0.3627456672 -0.8786538410
## [540,] -0.2904532284 0.062227032 -0.2043717144 0.0076293619
## [541,] -0.0604736261 0.196531295 0.3597722737 -0.1190298840
## [542,] 0.6081268395 0.135429178 0.2163363630 0.0675442193
## [543,] 0.1618902896 0.484220429 -0.3301925368 -0.0185418956
## [544,] -0.0257522848 0.214482653 -0.0754882177 -0.1240230785
## [545,] 0.1944501592 -0.052084200 0.1593490009 0.0591600307
## [546,] -0.1053899525 -0.221954475 0.0374261817 -0.0898273461
## [547,] -0.1053899525 -0.221954475 0.0374261817 -0.0898273461
## [548,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [549,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [550,] 0.0278771609 -0.164903676 0.1414614379 -0.0591332258
## [551,] 0.2473924753 0.376037280 -0.4465048786 0.0758087096
## [552,] -0.4039600677 -0.256044726 -0.0127529410 -0.1847957098
## [553,] 0.1607721965 0.210273063 0.3626247427 -0.1546095801
## [554,] 0.0329955009 -0.549998095 -0.0885087858 -0.4137778219
## [555,] -0.0134135803 -0.208216868 0.4862988398 -0.0728817157
## [556,] 0.8766582846 -0.230880325 0.0283831456 0.1674624900
## [557,] 0.0457160841 0.064885389 -0.1141634495 -1.1256106532
## [558,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [559,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [560,] -0.2163519405 0.486646694 -1.6135959956 0.2638200520
## [561,] -0.0310176486 -0.339853943 -0.1198537850 -0.2567430983
## [562,] 0.1944501592 -0.052084200 0.1593490009 0.0591600307
## [563,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [564,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [565,] -0.2032290037 -0.283987564 0.0588755089 -0.0676506530
## [566,] 0.2688224630 -0.169983669 0.0020690343 -0.1077557214
## [567,] 0.2040042036 -0.136303682 -0.5687522374 1.0397088306
## [568,] 0.5654169396 0.115757977 -0.0436796411 0.3419518150
## [569,] -0.2904532284 0.062227032 -0.2043717144 0.0076293619
## [570,] 0.1322254036 -0.321032449 -0.5318189707 0.4061313323
## [571,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [572,] -0.0836342182 -0.071127580 -0.2059327359 -0.1145626052
## [573,] 0.2984883372 -0.146412628 0.1430142555 0.2505103102
## [574,] -0.5418939352 1.163768585 0.8071677494 -0.7834694158
## [575,] 0.0824891907 -0.021582185 -0.3114725584 -0.0643180265
## [576,] 0.2701357527 -0.133510443 0.3735286515 0.0933836393
## [577,] -0.2776877000 -0.265835472 -0.7928439291 0.2245343866
## [578,] 0.3876766593 0.113475907 -0.0393302305 0.1836488896
## [579,] 0.1568614946 -0.139481654 -0.4687525250 -0.2312337787
## [580,] 0.5701252436 0.691552603 -0.0118949915 0.2581274836
## [581,] 0.1944501592 -0.052084200 0.1593490009 0.0591600307
## [582,] 0.2980513984 -0.018604443 0.1224390359 -0.2684118806
## [583,] -0.1875218506 -0.233678982 0.3080227443 0.0815744946
## [584,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [585,] 0.7059602359 -0.115659670 -0.3970059862 0.2638797647
## [586,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [587,] 0.4324303881 -0.070187754 0.4214787777 0.3732301487
## [588,] 0.2236790945 0.099295026 0.2797190025 -0.1014961284
## [589,] 0.7020638749 -0.620346027 -0.0448077265 -0.1298565300
## [590,] 0.6438694900 -0.539862489 0.2049153499 -0.7983096413
## [591,] -0.4385929209 0.887279246 0.1964152513 0.8913548482
## [592,] 0.0570715163 0.427093281 -0.0510819249 -0.3915075829
## [593,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [594,] -0.0535756893 -0.041640684 -0.2807345145 0.1367730214
## [595,] 0.0824891907 -0.021582185 -0.3114725584 -0.0643180265
## [596,] -0.3158473704 0.009819797 0.2073531278 -0.2477790219
## [597,] 0.4369386853 0.086044178 -0.0936770053 0.4476916609
## [598,] -0.2431297633 0.070283097 -0.3515412478 -0.0447440580
## [599,] 0.1528480976 0.266699191 0.0438836278 -0.1075217510
## [600,] 0.3100669953 0.258412188 0.1651922318 0.1678703463
## [601,] 0.1415471963 0.087570518 0.5503155652 0.0699057123
## [602,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [603,] 0.2236790945 0.099295026 0.2797190025 -0.1014961284
## [604,] 0.1944501592 -0.052084200 0.1593490009 0.0591600307
## [605,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [606,] 0.3404901543 1.589073328 -0.0648603919 1.0608274143
## [607,] 0.3396441349 0.232114261 -0.1572109528 -0.2097581538
## [608,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [609,] 0.4756228296 0.289141576 0.5400500823 0.1845200583
## [610,] -0.7796781789 -0.334949470 -0.3492625956 0.4179297887
## [611,] -0.4696416273 -0.265257248 0.6352947882 0.4456099865
## [612,] -0.0221875295 -0.032388434 -0.3199704086 -0.3343509399
## [613,] -0.1377132533 0.244984668 -0.5463097769 -0.2475011358
## [614,] 0.1117181260 0.129797040 -0.1911025567 -0.2249741857
## [615,] 0.1342224077 -0.075002980 -0.2912397957 0.1762784412
## [616,] 0.1944501592 -0.052084200 0.1593490009 0.0591600307
## [617,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [618,] 0.2524001207 0.432432951 -0.5743404649 0.1594345565
## [619,] -0.2904532284 0.062227032 -0.2043717144 0.0076293619
## [620,] -0.0609331693 -0.039967058 -0.3641518391 -0.0060061848
## [621,] -0.9353297824 0.271763136 0.0943785995 -0.3302634932
## [622,] 0.6675240401 0.809147142 -0.2762519274 0.1204717800
## [623,] 0.1117181260 0.129797040 -0.1911025567 -0.2249741857
## [624,] 0.1618902896 0.484220429 -0.3301925368 -0.0185418956
## [625,] 0.1911192249 0.635599655 -0.2098225352 -0.1791980547
## [626,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [627,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [628,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [629,] -0.1377132533 0.244984668 -0.5463097769 -0.2475011358
## [630,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [631,] 0.1171541494 -0.237327673 -0.6137369503 -0.1591171724
## [632,] 0.0640512384 0.422187340 -0.3087432095 0.0036347975
## [633,] -0.0913753990 0.387029208 -0.6619315620 0.2034697006
## [634,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [635,] -0.7521928904 -0.025928722 -0.4798385264 0.0799945508
## [636,] 0.2341439129 0.355872396 -0.0043554028 0.1770527679
## [637,] 0.2984883372 -0.146412628 0.1430142555 0.2505103102
## [638,] 0.2236790945 0.099295026 0.2797190025 -0.1014961284
## [639,] -0.4783323716 -0.138145257 0.1445270256 -0.0178799576
## [640,] -0.1784922599 0.031725017 0.2664498449 0.1311074192
## [641,] 0.1944501592 -0.052084200 0.1593490009 0.0591600307
## [642,] -0.1329801741 -0.449188281 0.6058971780 -0.5630385015
## [643,] 0.2901422846 0.092275349 0.4319624823 0.2260476193
## [644,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [645,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [646,] -0.0761610172 -0.070575249 0.1577961833 -0.2504835052
## [647,] 0.0144792098 -0.125841797 0.4513948908 0.2527385646
## [648,] 0.0144792098 -0.125841797 0.4513948908 0.2527385646
## [649,] -0.0990911610 0.537527632 0.2477298665 0.1768835501
## [650,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [651,] -0.0255685180 -0.068184694 -0.4833372503 -0.8316871168
## [652,] -0.4783323716 -0.138145257 0.1445270256 -0.0178799576
## [653,] 0.2315591525 0.268221586 -0.3545375134 0.0228514014
## [654,] 0.3692961121 -0.453464041 0.2941634507 0.1645597468
## [655,] -1.1473084154 -0.044993365 0.4639226941 0.8114461070
## [656,] -0.4748472753 0.123338054 0.1181139049 -0.1344734418
## [657,] -0.3255923965 0.044612379 -0.1974110369 -0.2730104553
## [658,] 0.3274955379 0.016583700 -0.3574597956 -0.1047297434
## [659,] 0.0966111080 -0.114117289 0.1807983282 0.0813367239
## [660,] 0.3412381851 0.027602950 -0.3508826815 -0.2386097324
## [661,] 0.1709834118 -0.232016758 0.0235183615 -0.0855790283
## [662,] 0.0824891907 -0.021582185 -0.3114725584 -0.0643180265
## [663,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [664,] -0.1377132533 0.244984668 -0.5463097769 -0.2475011358
## [665,] 0.4600365664 0.209255999 -0.3038654218 -0.4154726166
## [666,] -0.3285395484 0.025475624 0.2374655664 0.2662812427
## [667,] -0.0013517744 -0.316282902 0.0210914363 0.1015229334
## [668,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [669,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [670,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [671,] -0.0153498605 -0.083615275 -0.2900232311 -0.0421413334
## [672,] -0.1186431001 -0.147147848 0.2906971542 0.3206723952
## [673,] 0.1117181260 0.129797040 -0.1911025567 -0.2249741857
## [674,] -0.1229649951 -0.304605372 -0.0016777029 0.0288423777
## [675,] 0.0640512384 0.422187340 -0.3087432095 0.0036347975
## [676,] -0.0321870197 -0.784076203 0.6186958053 0.6285878008
## [677,] -0.2904532284 0.062227032 -0.2043717144 0.0076293619
## [678,] -0.3644073688 -0.158461334 0.2782782403 -0.3527524347
## [679,] -0.2216274859 0.508132369 -0.4234879045 0.2575194808
## [680,] -0.1377132533 0.244984668 -0.5463097769 -0.2475011358
## [681,] -0.2188149275 0.284414329 0.3473555677 -0.4075252009
## [682,] -0.5122067516 0.065274571 -0.4564742941 0.1515311266
## [683,] 0.1957576299 -0.313162124 1.1190968718 -0.0672599228
## [,33]
## [1,] 0.1060772036
## [2,] -0.0653283053
## [3,] 0.1426872147
## [4,] -0.1155737516
## [5,] 0.3310284554
## [6,] -0.1023667666
## [7,] 0.0995352919
## [8,] -0.4744227900
## [9,] -0.2247549569
## [10,] 0.0525170161
## [11,] -0.7260127460
## [12,] -0.4176471697
## [13,] 0.4494488020
## [14,] 0.3601202335
## [15,] 0.0652893765
## [16,] -0.0934494277
## [17,] 0.2652768124
## [18,] 0.3024233311
## [19,] -0.4525903900
## [20,] -0.0239259989
## [21,] 0.2222441061
## [22,] -0.3908765920
## [23,] 0.0649339444
## [24,] 0.0612268351
## [25,] -0.9045929533
## [26,] -0.9350654330
## [27,] 0.0689306849
## [28,] -0.4176471697
## [29,] 0.2714591262
## [30,] -0.7223056368
## [31,] -0.3805006510
## [32,] -0.1008184965
## [33,] -0.5102701666
## [34,] -0.0289881946
## [35,] -0.4176471697
## [36,] -0.0531877919
## [37,] -1.0044313693
## [38,] -0.2306410718
## [39,] -0.8758447978
## [40,] 0.9531935917
## [41,] -0.0455161621
## [42,] -0.1215916840
## [43,] -0.2223660795
## [44,] 0.0762692201
## [45,] -0.6089241501
## [46,] 0.0240803164
## [47,] 0.3310284554
## [48,] -0.1130056133
## [49,] 0.3633574520
## [50,] -0.0826349344
## [51,] -0.4209315050
## [52,] 0.4698464422
## [53,] 0.3257902314
## [54,] -0.7184992480
## [55,] 0.7393553099
## [56,] -0.0871698546
## [57,] -0.0118501393
## [58,] 0.3211711907
## [59,] 0.2116472743
## [60,] 0.0646870681
## [61,] -0.1809671943
## [62,] -0.0024373856
## [63,] 0.0240803164
## [64,] -0.2715146043
## [65,] 0.3024233311
## [66,] 0.0632521108
## [67,] 0.0679642619
## [68,] 0.0883307867
## [69,] 0.0832306234
## [70,] -0.3366214096
## [71,] -0.0384644394
## [72,] 0.0621193223
## [73,] -0.4158164983
## [74,] -0.0167684482
## [75,] -0.1216139894
## [76,] -0.0916584866
## [77,] 0.4009738614
## [78,] -0.5025785972
## [79,] -1.4549281604
## [80,] 0.1355072968
## [81,] -0.1066825927
## [82,] 0.1621812217
## [83,] 0.2171624678
## [84,] -0.3895075877
## [85,] 0.1021248563
## [86,] 0.8663634179
## [87,] 0.3024233311
## [88,] -0.6323481128
## [89,] 0.0612268351
## [90,] 0.1682433000
## [91,] 0.3024233311
## [92,] 0.0240803164
## [93,] -0.3805006510
## [94,] 0.0612268351
## [95,] -0.3143378140
## [96,] 0.1060772036
## [97,] 0.4386971697
## [98,] 0.3536390132
## [99,] -0.2371745293
## [100,] -0.9266031511
## [101,] 0.2085011921
## [102,] 0.1407492643
## [103,] -0.1645578840
## [104,] 0.2807889879
## [105,] -0.0992456810
## [106,] 0.2267948268
## [107,] 0.0294931296
## [108,] -0.2575646333
## [109,] 0.1797359626
## [110,] -0.1693813603
## [111,] 0.1251508851
## [112,] -0.1304578782
## [113,] 0.2762320665
## [114,] 0.1343239625
## [115,] 0.2106784748
## [116,] 0.3405267480
## [117,] 0.2991912051
## [118,] -0.0700725815
## [119,] -0.1624648194
## [120,] 0.1302702865
## [121,] -0.1113601489
## [122,] 0.4623308141
## [123,] 0.8262474240
## [124,] 0.0240803164
## [125,] 0.3404923006
## [126,] 0.1020804631
## [127,] 0.2369325204
## [128,] 0.0633504001
## [129,] 0.0832306234
## [130,] -0.3805006510
## [131,] 0.1010289471
## [132,] 0.0920378959
## [133,] -0.0199974832
## [134,] 0.1520967684
## [135,] 0.2652768124
## [136,] 0.2980128156
## [137,] 0.1713546734
## [138,] 0.2980128156
## [139,] -0.1845682984
## [140,] -0.2581891210
## [141,] 0.1343239625
## [142,] -0.4176471697
## [143,] 0.0461943640
## [144,] -0.0202443595
## [145,] 0.3594525032
## [146,] 0.0292107608
## [147,] -0.7260127460
## [148,] 0.0667018735
## [149,] -0.4001420633
## [150,] 0.7972490820
## [151,] 0.2571591877
## [152,] 0.2880482092
## [153,] -0.2826016188
## [154,] -0.3805006510
## [155,] -0.3990787916
## [156,] -0.0576944044
## [157,] 0.3295272826
## [158,] 0.1020804631
## [159,] -0.1688528342
## [160,] 0.3701340343
## [161,] -0.0400810338
## [162,] -0.2387949667
## [163,] 0.1020804631
## [164,] -0.6598499090
## [165,] 0.2980128156
## [166,] 0.0612268351
## [167,] 0.0240803164
## [168,] 0.3070497766
## [169,] 0.6676768006
## [170,] 0.4281359947
## [171,] -0.3805006510
## [172,] 0.3135313248
## [173,] 0.3024233311
## [174,] 0.0178052950
## [175,] -0.7260127460
## [176,] 0.2571591877
## [177,] -0.0239259989
## [178,] 0.3294387503
## [179,] -0.0859515500
## [180,] -1.1677402321
## [181,] 0.2953232323
## [182,] -0.0477044302
## [183,] -0.1380509614
## [184,] -0.1372330226
## [185,] -0.1661489287
## [186,] 0.0933009112
## [187,] 0.0689306849
## [188,] 0.0612268351
## [189,] 0.1020804631
## [190,] 0.3024233311
## [191,] -0.6854019477
## [192,] -0.0428623332
## [193,] 0.2571591877
## [194,] 0.0649339444
## [195,] -0.1141959616
## [196,] -0.1949977987
## [197,] 0.0612268351
## [198,] 0.1060772036
## [199,] 0.0612268351
## [200,] -0.3780246354
## [201,] 0.1030272867
## [202,] -0.7260127460
## [203,] -0.7260127460
## [204,] -0.6811623775
## [205,] 0.0795781047
## [206,] 0.0519242505
## [207,] 0.0612268351
## [208,] -0.2685054443
## [209,] -0.1583306597
## [210,] 0.5722768909
## [211,] 0.0240803164
## [212,] 0.0612268351
## [213,] 0.0025835775
## [214,] -0.0096260603
## [215,] -0.0685426804
## [216,] -0.7509996999
## [217,] -0.6161928696
## [218,] 0.4359072013
## [219,] 0.3434611547
## [220,] 0.0240803164
## [221,] -0.2299794408
## [222,] 0.0578328567
## [223,] -0.7260127460
## [224,] -0.5128331480
## [225,] -0.7678215832
## [226,] -0.0306526106
## [227,] 0.1242441794
## [228,] 0.0505803489
## [229,] -0.3095119781
## [230,] -0.1295141814
## [231,] -0.4194696431
## [232,] -0.2612300083
## [233,] 0.0843760462
## [234,] 0.1578553125
## [235,] -0.6565539937
## [236,] -0.3805006510
## [237,] 0.1192814403
## [238,] 0.0612268351
## [239,] 0.0169144396
## [240,] 0.2223547162
## [241,] -0.0272196810
## [242,] 0.1005041124
## [243,] -0.0495227475
## [244,] 0.1980755715
## [245,] -0.1769770493
## [246,] -0.0455161621
## [247,] -0.1809671943
## [248,] -0.5769265978
## [249,] 0.2980128156
## [250,] 0.0649339444
## [251,] 0.1020804631
## [252,] 0.1213768727
## [253,] 0.3658481979
## [254,] -0.2045777977
## [255,] 0.5030258280
## [256,] -0.0940442037
## [257,] 0.2926236905
## [258,] -0.0125131508
## [259,] -0.0456103026
## [260,] 0.0521938770
## [261,] -0.1721801576
## [262,] 0.0612268351
## [263,] 0.2243403137
## [264,] 0.1060772036
## [265,] 0.0521938770
## [266,] -0.3723293532
## [267,] 0.1291844146
## [268,] 0.0649339444
## [269,] 0.0240803164
## [270,] 0.0612268351
## [271,] -0.5127513964
## [272,] 0.1020804631
## [273,] -0.5102701666
## [274,] -0.0995442894
## [275,] 0.2593387238
## [276,] 0.4891595154
## [277,] 0.4399977825
## [278,] -0.4251219694
## [279,] -0.0199974832
## [280,] -0.2554377450
## [281,] -0.3999663165
## [282,] 0.2571591877
## [283,] 0.0612268351
## [284,] -0.1433214375
## [285,] 0.1223782779
## [286,] -0.4660527343
## [287,] 0.1775222258
## [288,] -0.2570405107
## [289,] -0.3478318800
## [290,] 0.0612268351
## [291,] 0.9285148921
## [292,] 0.0612268351
## [293,] -0.3072431198
## [294,] -0.7377807834
## [295,] 0.0612268351
## [296,] 0.0612268351
## [297,] 0.0260741661
## [298,] 0.1601350682
## [299,] -0.5025785972
## [300,] 0.2571591877
## [301,] -0.3763877836
## [302,] 0.2571591877
## [303,] -0.7631592647
## [304,] 0.2438801969
## [305,] 0.0477701106
## [306,] 0.0960890156
## [307,] -0.1881012376
## [308,] -0.0366251886
## [309,] 0.1020804631
## [310,] 0.1838636388
## [311,] 0.0612268351
## [312,] -0.2363351777
## [313,] 0.2706485234
## [314,] 0.0240803164
## [315,] -0.2765167911
## [316,] -0.0215472692
## [317,] 0.5854883538
## [318,] 0.1582661073
## [319,] -0.3404168144
## [320,] -0.1035716566
## [321,] 0.0143722648
## [322,] 0.2571591877
## [323,] 0.0964672118
## [324,] 0.0612268351
## [325,] -0.7631592647
## [326,] 0.2755827806
## [327,] -0.1933628769
## [328,] 0.0612268351
## [329,] -0.1845682984
## [330,] 0.2571591877
## [331,] -0.4860973603
## [332,] 0.2571591877
## [333,] -0.2139605091
## [334,] -0.5246675802
## [335,] 0.0611724002
## [336,] -0.1942101672
## [337,] 0.3306146805
## [338,] -0.3805006510
## [339,] 0.3391988944
## [340,] -0.5761714810
## [341,] 0.0240803164
## [342,] 0.2074493363
## [343,] 0.3963062023
## [344,] 0.3451933431
## [345,] 0.2042759333
## [346,] -0.5942303446
## [347,] -0.3158230885
## [348,] 0.0051543238
## [349,] -0.1997159735
## [350,] 0.3294098406
## [351,] -0.3805006510
## [352,] -0.4176471697
## [353,] 0.1603731735
## [354,] 0.3855931356
## [355,] 0.2714591262
## [356,] -0.7488593262
## [357,] 0.0556035899
## [358,] 0.2714591262
## [359,] 0.1713546734
## [360,] -0.0608388307
## [361,] -0.0289881946
## [362,] 0.2571591877
## [363,] 0.0240803164
## [364,] -0.7631592647
## [365,] -0.1418330685
## [366,] -0.3272981392
## [367,] 0.2571591877
## [368,] -0.5540624571
## [369,] -0.3072670362
## [370,] -0.1845682984
## [371,] -0.1845682984
## [372,] 0.0730479613
## [373,] 0.1267183329
## [374,] -0.1251434570
## [375,] -0.3905432181
## [376,] 0.0517099605
## [377,] -0.1056891991
## [378,] -0.1469422748
## [379,] 0.0649339444
## [380,] -0.5300803934
## [381,] -0.1743795413
## [382,] 0.0649339444
## [383,] 0.1020804631
## [384,] 0.4983556836
## [385,] -0.1207219004
## [386,] 0.0586993300
## [387,] 0.0486222177
## [388,] 0.2980128156
## [389,] 0.0524109674
## [390,] 0.1905832912
## [391,] 0.1001084673
## [392,] 0.0240803164
## [393,] -0.0414051229
## [394,] 0.0240803164
## [395,] -0.5944052098
## [396,] -0.0289881946
## [397,] 0.0240803164
## [398,] -0.2066973453
## [399,] 0.0121550646
## [400,] 0.6363007069
## [401,] 0.1184544517
## [402,] -0.1014322495
## [403,] 0.0240803164
## [404,] -0.2104746404
## [405,] -0.1805257739
## [406,] 0.1228970505
## [407,] 0.1706423209
## [408,] 0.2913164268
## [409,] 0.0832306234
## [410,] 0.2980128156
## [411,] -0.0908960873
## [412,] 0.2979404768
## [413,] -0.0880540636
## [414,] 0.0240803164
## [415,] -0.4176471697
## [416,] 0.0203646121
## [417,] -0.0950751015
## [418,] 0.0960346364
## [419,] 0.0199360047
## [420,] -0.2858347941
## [421,] 0.1052036690
## [422,] -0.2523327006
## [423,] 0.4983556836
## [424,] 0.5412607465
## [425,] 0.3020095561
## [426,] -0.0062975309
## [427,] -0.2610414404
## [428,] 0.5846577104
## [429,] 0.2977659394
## [430,] -0.0281796723
## [431,] -0.1845682984
## [432,] 0.2571591877
## [433,] 0.3020095561
## [434,] -0.5300803934
## [435,] 0.2691367825
## [436,] -0.4933576444
## [437,] 0.3020095561
## [438,] 0.3266179400
## [439,] 0.6302654730
## [440,] -0.3003193819
## [441,] 0.5180189955
## [442,] -0.1204449407
## [443,] 0.8032686495
## [444,] 0.2080874172
## [445,] 0.3163094946
## [446,] 0.3306146805
## [447,] 0.1751775904
## [448,] 0.2006114780
## [449,] 0.5254596352
## [450,] 0.4983556836
## [451,] 0.0439930598
## [452,] -0.7457177883
## [453,] -0.6220924109
## [454,] 0.4983556836
## [455,] -0.0698418225
## [456,] -0.7223056368
## [457,] 0.2006114780
## [458,] -0.6152332274
## [459,] 0.4983556836
## [460,] 0.3020095561
## [461,] 0.2980128156
## [462,] 0.4044335447
## [463,] 0.4983556836
## [464,] 0.0892497599
## [465,] 0.0058239418
## [466,] -0.4852300250
## [467,] 0.0283282244
## [468,] -0.3469135711
## [469,] -0.2055303032
## [470,] 0.2080874172
## [471,] -0.2025818707
## [472,] -0.7223056368
## [473,] -0.1677884266
## [474,] 0.1188198471
## [475,] -0.3928125933
## [476,] 0.2571591877
## [477,] 0.3065754659
## [478,] -0.5219627687
## [479,] 0.6794418480
## [480,] -0.3808802623
## [481,] -0.7223056368
## [482,] -0.5300803934
## [483,] 0.2855958874
## [484,] 0.2652768124
## [485,] 0.2652768124
## [486,] -0.0239259989
## [487,] 0.2652768124
## [488,] 0.1355072968
## [489,] 0.3024233311
## [490,] 0.2571591877
## [491,] 0.2671931597
## [492,] 0.1417738599
## [493,] 0.1497296633
## [494,] 0.3020095561
## [495,] -0.1845682984
## [496,] 0.2571591877
## [497,] 0.0689306849
## [498,] 0.3020095561
## [499,] -0.7223056368
## [500,] -0.2563054715
## [501,] 0.1465914444
## [502,] -0.5300803934
## [503,] -0.7631592647
## [504,] 0.0743211611
## [505,] -0.1620929524
## [506,] 0.1722277602
## [507,] 0.4134242561
## [508,] -0.1859907734
## [509,] 0.2943223386
## [510,] 0.0649339444
## [511,] 0.1682433000
## [512,] 0.4983556836
## [513,] 0.3024233311
## [514,] 0.0565367766
## [515,] -0.5219627687
## [516,] 0.7261008658
## [517,] -0.0414051229
## [518,] -0.7260127460
## [519,] 0.0649339444
## [520,] -0.4176471697
## [521,] -0.0542427419
## [522,] 0.1060772036
## [523,] 0.0121550646
## [524,] 0.2652768124
## [525,] -0.0610725176
## [526,] 0.1095374365
## [527,] 0.2980128156
## [528,] 0.2711899002
## [529,] 0.2652768124
## [530,] -0.5331167468
## [531,] 0.0689306849
## [532,] -0.3132225006
## [533,] -0.9718078795
## [534,] -0.4892267655
## [535,] 0.2959657402
## [536,] 0.0649339444
## [537,] 0.0612268351
## [538,] -0.3590508838
## [539,] 0.1414118032
## [540,] 0.2980128156
## [541,] 0.2430662962
## [542,] -1.1547603471
## [543,] 0.3306146805
## [544,] -0.4176471697
## [545,] 0.0689306849
## [546,] 0.1060772036
## [547,] 0.1060772036
## [548,] 0.0612268351
## [549,] 0.0649339444
## [550,] 0.3295272826
## [551,] 0.1970283786
## [552,] 0.0081583241
## [553,] 0.5641702107
## [554,] -0.0914855535
## [555,] -0.0760860225
## [556,] -0.0238231984
## [557,] -0.4232659753
## [558,] 0.0649339444
## [559,] 0.0240803164
## [560,] -0.4348966276
## [561,] 0.0121550646
## [562,] 0.0689306849
## [563,] 0.0240803164
## [564,] 0.0240803164
## [565,] 0.0612268351
## [566,] -0.0249914541
## [567,] 0.0007026993
## [568,] 0.4297311724
## [569,] 0.2980128156
## [570,] 0.2048991989
## [571,] 0.2571591877
## [572,] 0.1350631990
## [573,] 0.0960346364
## [574,] -0.0584376468
## [575,] 0.3020095561
## [576,] 0.1178676816
## [577,] -0.7946665623
## [578,] -0.4242622216
## [579,] 0.2080874172
## [580,] 0.2019893049
## [581,] 0.0689306849
## [582,] 0.1713546734
## [583,] 0.1203771421
## [584,] 0.0649339444
## [585,] -0.8436841271
## [586,] 0.0649339444
## [587,] -0.7631592647
## [588,] 0.2652768124
## [589,] -0.0676238427
## [590,] 0.1694061652
## [591,] 0.3099887243
## [592,] 0.3685861681
## [593,] 0.2571591877
## [594,] 0.0735148071
## [595,] 0.3020095561
## [596,] 0.0711447232
## [597,] 0.1263608301
## [598,] 0.0401893972
## [599,] -0.4484668256
## [600,] -1.2048867508
## [601,] 0.2795767509
## [602,] 0.0649339444
## [603,] 0.2652768124
## [604,] 0.0689306849
## [605,] 0.0649339444
## [606,] 0.6692677216
## [607,] 0.0706093544
## [608,] 0.2571591877
## [609,] -0.8480784118
## [610,] 0.1199518021
## [611,] 0.7612674969
## [612,] -0.3074035236
## [613,] -0.1845682984
## [614,] 0.4983556836
## [615,] -0.0264535040
## [616,] 0.0689306849
## [617,] 0.2571591877
## [618,] 0.2469071615
## [619,] 0.2980128156
## [620,] 0.1523185098
## [621,] 0.0412130909
## [622,] -0.0239654138
## [623,] 0.4983556836
## [624,] 0.3306146805
## [625,] 0.5269608080
## [626,] 0.0649339444
## [627,] 0.0649339444
## [628,] 0.2571591877
## [629,] -0.1845682984
## [630,] 0.0649339444
## [631,] -0.0495227475
## [632,] 0.2857643120
## [633,] -0.0660656088
## [634,] 0.0649339444
## [635,] -0.0241176519
## [636,] -0.1600743555
## [637,] 0.0960346364
## [638,] 0.2652768124
## [639,] 0.1020804631
## [640,] 0.0649339444
## [641,] 0.0689306849
## [642,] 0.1073236024
## [643,] 0.7039666044
## [644,] 0.2571591877
## [645,] 0.0240803164
## [646,] 0.3024233311
## [647,] 0.0383802549
## [648,] 0.0383802549
## [649,] 0.0935390687
## [650,] 0.2571591877
## [651,] -0.0822529910
## [652,] 0.1020804631
## [653,] -0.2040068295
## [654,] -0.0624506288
## [655,] 0.2090232148
## [656,] -0.2404488488
## [657,] -0.3805006510
## [658,] 0.0923363337
## [659,] 0.0240803164
## [660,] 0.3526613778
## [661,] -0.0698418225
## [662,] 0.3020095561
## [663,] 0.2571591877
## [664,] -0.1845682984
## [665,] 0.3084809345
## [666,] -0.0893638523
## [667,] 0.1331811551
## [668,] 0.2571591877
## [669,] 0.2571591877
## [670,] 0.2571591877
## [671,] 0.2571591877
## [672,] 0.0703467575
## [673,] 0.4983556836
## [674,] 0.2904080754
## [675,] 0.2857643120
## [676,] -0.4248821200
## [677,] 0.2980128156
## [678,] 0.1171228480
## [679,] 0.2536881397
## [680,] -0.1845682984
## [681,] 0.4052218492
## [682,] -0.0046059997
## [683,] 0.1499127847
BreastCancer_clean$NewScore <- mjca1$rowcoord[, 1] #dim1
head(BreastCancer_clean)
## Id Cl.thickness Cell.size Cell.shape Marg.adhesion Epith.c.size
## 1 1000025 5 1 1 1 2
## 2 1002945 5 4 4 5 7
## 3 1015425 3 1 1 1 2
## 4 1016277 6 8 8 1 3
## 5 1017023 4 1 1 3 2
## 6 1017122 8 10 10 8 7
## Bare.nuclei Bl.cromatin Normal.nucleoli Mitoses Class NewScore
## 1 1 3 1 1 benign 0.8843631
## 2 10 3 2 1 benign -0.9870290
## 3 2 3 1 1 benign 0.8474861
## 4 4 3 7 1 benign -0.9310026
## 5 1 3 1 1 benign 0.7956928
## 6 10 9 7 1 malignant -2.1731476
(Chi-Sq scores for significance of correlation - smaller the stronger is the fit/relationship and Cramer’s V for strength of it - the opposite. )
features1 <- cbind( BreastCancer_clean$Cell.size, BreastCancer_clean$Cell.shape )
chsq1<- chisq.test(features1)
## Warning in chisq.test(features1): Chi-squared approximation may be
## incorrect
#X-squared = 131.71, df = 682, p-value = 1. There is no relation
library(lsr)
crv1<- cramersV(features1)
## Warning in chisq.test(...): Chi-squared approximation may be incorrect
#0.1740442 : There is weak relations between Cell size and Cell shape
features2 <- cbind( BreastCancer_clean$Cell.size, BreastCancer_clean$Cl.thickness )
chsq2<- chisq.test(features2)
## Warning in chisq.test(features2): Chi-squared approximation may be
## incorrect
#X-squared = 538.53, df = 682, p-value = 1. There is no relation
crv2<- cramersV(features2)
## Warning in chisq.test(...): Chi-squared approximation may be incorrect
#0.3222482 : There is not strong relations between Cell size and Cell thickness
features3 <- cbind( BreastCancer_clean$Cell.size, BreastCancer_clean$Margin.adhesion )
chsq3<- chisq.test(features3)
## Warning in chisq.test(features3): Chi-squared approximation may be
## incorrect
#X-squared = 2033.6, df = 682, p-value < 2.2e-16. There might be some relation
crv3<- cramersV(features3)
## Warning in chisq.test(...): Chi-squared approximation may be incorrect
#0.03722366 : However, Cramer's scores tell us that that the relationship is not strong
features4 <- cbind( BreastCancer_clean$Cell.size, BreastCancer_clean$ Epith.c.size)
chsq4<- chisq.test(features4)
## Warning in chisq.test(features4): Chi-squared approximation may be
## incorrect
#X-squared = 329.42, df = 682, p-value = 1. No relation
crv4<- cramersV(features4)
## Warning in chisq.test(...): Chi-squared approximation may be incorrect
#0.2748433 : The relationship is not strong
# Creating table of statistical scores for features correaltion:
library(broom)
library(purrr)
ChiSq_table <- map_df(list(chsq1, chsq2, chsq3, chsq4), tidy)
#to get just the columns I need:
ChiSq_table[c("statistic", "p.value", "method")]
## # A tibble: 4 x 3
## statistic p.value method
## <dbl> <dbl> <chr>
## 1 132. 1.00e+ 0 Pearson's Chi-squared test
## 2 539. 10.00e- 1 Pearson's Chi-squared test
## 3 2034. 2.18e-134 Chi-squared test for given probabilities
## 4 329. 1.00e+ 0 Pearson's Chi-squared test
# statistic is X-sq score. method is the df
With chi-sq and Cramer’s V scores confirmed that the features we have on hands are not collinear. We can proceed for LR.
# I will then use "NewScore" as one of the predictors for the model instead of original 9 variables.
#data(BreastCancer_clean)
#split into training and test set
train_size <- floor(0.75 * nrow(BreastCancer_clean))
set.seed(324)
train_Index <- sample(seq_len(nrow(BreastCancer_clean)), size = train_size)
train_classifier <- BreastCancer_clean[train_Index,]
test_classifier <- BreastCancer_clean[-train_Index,]
dim(train_classifier) #[512:12]
## [1] 512 12
dim(test_classifier) #[171:12]
## [1] 171 12
#Model:
MCA_glm <- glm(Class ~ NewScore, data = train_classifier, family = binomial)
summary(MCA_glm)
##
## Call:
## glm(formula = Class ~ NewScore, family = binomial, data = train_classifier)
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.96613 -0.09627 -0.06609 0.07182 2.02015
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -1.7990 0.3614 -4.978 6.44e-07 ***
## NewScore -4.0326 0.4462 -9.039 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 668.731 on 511 degrees of freedom
## Residual deviance: 86.263 on 510 degrees of freedom
## AIC: 90.263
##
## Number of Fisher Scoring iterations: 8
#Intercept: -1.7990 NewScore -4.0326
#Trying more elaborate LR with Control:
ctl_BRCA <- trainControl(method = "repeatedcv", repeats = 10,classProbs = T,
savePredictions = T)
#summary(ctrl_BRCA)
MCA_train <- train(Class ~ NewScore, data = train_classifier, method = "glm", family= "binomial", trControl = ctl_BRCA)
summary(MCA_train)
##
## Call:
## NULL
##
## Deviance Residuals:
## Min 1Q Median 3Q Max
## -2.96613 -0.09627 -0.06609 0.07182 2.02015
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -1.7990 0.3614 -4.978 6.44e-07 ***
## NewScore -4.0326 0.4462 -9.039 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 668.731 on 511 degrees of freedom
## Residual deviance: 86.263 on 510 degrees of freedom
## AIC: 90.263
##
## Number of Fisher Scoring iterations: 8
#Intercept: -1.7990 NewScore -4.0326
# SAME RESULT!!!!
#Test set:
library(pROC)
MCA_glm_predicted <- predict(MCA_glm, newdata=test_classifier, type="response")
# Note: feed ROC not with vectors (predicted and actual) as here:
# roccurve <- roc(data=test_classifier, MCA_glm$Class, predicted_classification)
# But with a single matrix instead:
predicted_data <- data.frame(prob = MCA_glm_predicted,
class = test_classifier$Class)
roccurve <- roc(data = predicted_data, response = "class", "prob" )
## Setting levels: control = benign, case = malignant
## Setting direction: controls < cases
# roc() calculates confusion matrix for test set and outputs AUC score
#another option is to use confusionMatrix()
plot(roccurve) # evaluation of a model performance on test to evaluate how well NewScore can predict malignancy state(=1) of breast cancer
#auc(roccurve)
Both the ROC curve and the high AUC value (Area Under the Curve) indicate that the model is good in predicting no DM (i.e. true positives).
! Checking if log odds and independent variables are linearly correlated
# To convert from a probability to odds, divide the probability by one minus that probability. So if the probability is 10% or 0.10 , then the odds are 0.1/0.9 or ‘10%/90%’ or 1 out of 9
prediction_odds <- MCA_glm_predicted / (1 - MCA_glm_predicted)
log_prediction_odds <- log(prediction_odds)
#log_odds and indep.variable X must be linearly correlated:
cor.test(log_prediction_odds, test_classifier$NewScore)
##
## Pearson's product-moment correlation
##
## data: log_prediction_odds and test_classifier$NewScore
## t = -Inf, df = 169, p-value < 2.2e-16
## alternative hypothesis: true correlation is not equal to 0
## 95 percent confidence interval:
## -1 -1
## sample estimates:
## cor
## -1
plot(log_prediction_odds, test_classifier$NewScore)
# Yes, they are correlated!
plotting predicted vs actual obs.
#prepare df to plot = predicted + actual labels:
df_to_plot_results <- data.frame(Class_pred = MCA_glm_predicted, MCA_selected_features = test_classifier$NewScore,
classes = test_classifier$Class)
#Stash away actual labels as logical vector:
df_to_plot_results$Class <- as.numeric(test_classifier$Class) -1
# Plotting predictions and actual observations:
ggplot(data = df_to_plot_results) +
geom_point(aes(x=MCA_selected_features, y = Class)) +
geom_line(aes(x = MCA_selected_features, y = Class_pred, col = "Blue")) +
geom_line(aes(x = MCA_selected_features, y = 1-Class_pred, col = "Red"))+
#(x and y whatever you name it, input data is the only thing to worry here.)
ggtitle("Probabilities for classifying whether benign or malignant")
CONCLUSION on MCA and Logistic Regression:
" > roccurve
Call: roc.data.frame(data = predicted_data, response = “class”, predictor = “prob”)
Data: prob in 116 controls (class benign) < 55 cases (class malignant). Area under the curve: 0.9892 "
Conclusion 1: Selected single Dim1 was a successful choice to select features for Logistic Regression. The model performed with TP of 98% on validation set, which is pretty high.
Conclusion 2. What could be done more: 1. Evaluation of the model right after building it.
The other ways to go about the task: 1. as.numeric(data) -> PCA -> Logistic Regression 2. kNN 3. data[-Class] -> k-Means with k=2 and also choosing k through silhouette analysis. It will be interesting to compare these results. Will do it when bit later.
The end. Thank you!
MCA performed with FactoMineR::MCA
library(FactoMineR)
library(factoextra)
res.mca <- MCA(BreastCancer_MCA, graph = T)
print(res.mca)
## **Results of the Multiple Correspondence Analysis (MCA)**
## The analysis was performed on 683 individuals, described by 9 variables
## *The results are available in the following objects:
##
## name description
## 1 "$eig" "eigenvalues"
## 2 "$var" "results for the variables"
## 3 "$var$coord" "coord. of the categories"
## 4 "$var$cos2" "cos2 for the categories"
## 5 "$var$contrib" "contributions of the categories"
## 6 "$var$v.test" "v-test for the categories"
## 7 "$ind" "results for the individuals"
## 8 "$ind$coord" "coord. for the individuals"
## 9 "$ind$cos2" "cos2 for the individuals"
## 10 "$ind$contrib" "contributions of the individuals"
## 11 "$call" "intermediate results"
## 12 "$call$marge.col" "weights of columns"
## 13 "$call$marge.li" "weights of rows"
#Other way:
#mca_output <- MCA(BreastCancer_MCA, ncp=2, ind.sup = NULL, quanti.sup = NULL, quali.sup = NULL, excl=NULL, graph = TRUE, level.ventil = 0, axes = c(1,2), row.w = NULL, method="Indicator", na.method="NA", tab.disj=NULL)
#summary(mca_output)
Summary of MCA outputs with FactoMineR::summary.MCA().
Arguments: object: an object of class MCA nb.dec: number of decimal printed nbelements: number of row/column variables to be written. To have all the elements, use nbelements = Inf. ncp: Number of dimensions to be printed
Print the summary of the MCA for the dimensions 1 and 2:
MCA_summary<- summary(res.mca, nb.dec = 2, ncp = 2)
##
## Call:
## MCA(X = BreastCancer_MCA, graph = T)
##
##
## Eigenvalues
## Dim.1 Dim.2 Dim.3 Dim.4 Dim.5 Dim.6 Dim.7
## Variance 0.72 0.31 0.23 0.21 0.20 0.20 0.19
## % of var. 8.11 3.51 2.62 2.37 2.30 2.24 2.16
## Cumulative % of var. 8.11 11.62 14.24 16.60 18.90 21.15 23.30
## Dim.8 Dim.9 Dim.10 Dim.11 Dim.12 Dim.13 Dim.14
## Variance 0.19 0.18 0.18 0.17 0.17 0.17 0.16
## % of var. 2.10 2.07 2.02 1.95 1.90 1.88 1.81
## Cumulative % of var. 25.41 27.48 29.49 31.44 33.34 35.22 37.03
## Dim.15 Dim.16 Dim.17 Dim.18 Dim.19 Dim.20 Dim.21
## Variance 0.16 0.16 0.15 0.15 0.14 0.14 0.14
## % of var. 1.76 1.75 1.68 1.66 1.63 1.61 1.58
## Cumulative % of var. 38.79 40.54 42.23 43.89 45.52 47.12 48.71
## Dim.22 Dim.23 Dim.24 Dim.25 Dim.26 Dim.27 Dim.28
## Variance 0.14 0.13 0.13 0.13 0.13 0.12 0.12
## % of var. 1.56 1.51 1.48 1.46 1.41 1.39 1.37
## Cumulative % of var. 50.27 51.78 53.26 54.72 56.13 57.51 58.89
## Dim.29 Dim.30 Dim.31 Dim.32 Dim.33 Dim.34 Dim.35
## Variance 0.12 0.12 0.12 0.12 0.11 0.11 0.11
## % of var. 1.35 1.33 1.32 1.30 1.29 1.23 1.21
## Cumulative % of var. 60.23 61.56 62.88 64.19 65.48 66.70 67.91
## Dim.36 Dim.37 Dim.38 Dim.39 Dim.40 Dim.41 Dim.42
## Variance 0.11 0.11 0.10 0.10 0.10 0.10 0.09
## % of var. 1.20 1.19 1.16 1.12 1.11 1.08 1.06
## Cumulative % of var. 69.11 70.30 71.46 72.57 73.68 74.76 75.82
## Dim.43 Dim.44 Dim.45 Dim.46 Dim.47 Dim.48 Dim.49
## Variance 0.09 0.09 0.09 0.09 0.09 0.09 0.08
## % of var. 1.05 1.03 1.02 1.00 0.98 0.96 0.94
## Cumulative % of var. 76.87 77.90 78.92 79.91 80.89 81.85 82.80
## Dim.50 Dim.51 Dim.52 Dim.53 Dim.54 Dim.55 Dim.56
## Variance 0.08 0.08 0.08 0.08 0.07 0.07 0.07
## % of var. 0.92 0.90 0.88 0.84 0.79 0.77 0.76
## Cumulative % of var. 83.71 84.62 85.50 86.34 87.13 87.90 88.66
## Dim.57 Dim.58 Dim.59 Dim.60 Dim.61 Dim.62 Dim.63
## Variance 0.07 0.06 0.06 0.06 0.06 0.06 0.05
## % of var. 0.74 0.73 0.69 0.68 0.66 0.64 0.62
## Cumulative % of var. 89.41 90.14 90.83 91.51 92.17 92.81 93.43
## Dim.64 Dim.65 Dim.66 Dim.67 Dim.68 Dim.69 Dim.70
## Variance 0.05 0.05 0.05 0.05 0.04 0.04 0.04
## % of var. 0.60 0.58 0.56 0.53 0.50 0.49 0.46
## Cumulative % of var. 94.02 94.60 95.16 95.69 96.19 96.68 97.13
## Dim.71 Dim.72 Dim.73 Dim.74 Dim.75 Dim.76 Dim.77
## Variance 0.04 0.04 0.03 0.03 0.03 0.02 0.02
## % of var. 0.44 0.41 0.39 0.33 0.31 0.27 0.24
## Cumulative % of var. 97.58 97.99 98.38 98.71 99.01 99.28 99.52
## Dim.78 Dim.79 Dim.80
## Variance 0.02 0.02 0.01
## % of var. 0.21 0.19 0.07
## Cumulative % of var. 99.73 99.93 100.00
##
## Individuals (the 10 first)
## Dim.1 ctr cos2 Dim.2 ctr cos2
## 1 | -0.61 0.07 0.27 | -0.09 0.00 0.01 |
## 2 | 0.68 0.09 0.03 | 0.57 0.15 0.02 |
## 3 | -0.58 0.07 0.09 | -0.04 0.00 0.00 |
## 4 | 0.64 0.08 0.02 | 0.26 0.03 0.00 |
## 5 | -0.55 0.06 0.10 | 0.00 0.00 0.00 |
## 6 | 1.49 0.45 0.09 | -1.08 0.54 0.05 |
## 7 | -0.45 0.04 0.12 | -0.10 0.00 0.01 |
## 8 | -0.65 0.08 0.12 | -0.01 0.00 0.00 |
## 9 | -0.58 0.07 0.02 | -0.43 0.09 0.01 |
## 10 | -0.68 0.09 0.14 | -0.02 0.00 0.00 |
##
## Categories (the 10 first)
## Dim.1 ctr cos2 v.test Dim.2 ctr cos2
## Cl.thickness_1 | -0.76 1.83 0.15 -10.08 | -0.19 0.27 0.01
## Cl.thickness_2 | -0.65 0.47 0.03 -4.76 | -0.05 0.01 0.00
## Cl.thickness_3 | -0.50 0.58 0.04 -5.48 | 0.12 0.08 0.00
## Cl.thickness_4 | -0.45 0.35 0.03 -4.21 | 0.06 0.01 0.00
## Cl.thickness_5 | 0.05 0.01 0.00 0.67 | 0.00 0.00 0.00
## Cl.thickness_6 | 0.69 0.36 0.02 4.09 | -0.21 0.07 0.00
## Cl.thickness_7 | 1.28 0.85 0.06 6.22 | 1.44 2.50 0.07
## Cl.thickness_8 | 1.29 1.65 0.11 8.84 | 0.05 0.01 0.00
## Cl.thickness_9 | 1.35 0.57 0.04 5.09 | -0.83 0.50 0.01
## Cl.thickness_10 | 1.31 2.68 0.19 11.49 | -0.06 0.01 0.00
## v.test
## Cl.thickness_1 -2.57 |
## Cl.thickness_2 -0.38 |
## Cl.thickness_3 1.30 |
## Cl.thickness_4 0.56 |
## Cl.thickness_5 -0.01 |
## Cl.thickness_6 -1.21 |
## Cl.thickness_7 7.04 |
## Cl.thickness_8 0.38 |
## Cl.thickness_9 -3.14 |
## Cl.thickness_10 -0.55 |
##
## Categorical variables (eta2)
## Dim.1 Dim.2
## Cl.thickness | 0.61 0.10 |
## Cell.size | 0.90 0.64 |
## Cell.shape | 0.86 0.62 |
## Marg.adhesion | 0.71 0.26 |
## Epith.c.size | 0.79 0.34 |
## Bare.nuclei | 0.75 0.07 |
## Bl.cromatin | 0.76 0.28 |
## Normal.nucleoli | 0.73 0.26 |
## Mitoses | 0.38 0.23 |
#loading_score<- MCA_summary$CategoricalVariables_(eta2)[, 1]
Note: For exporting the summary to a file, use the code: summary(res.mca, file =“myfile.txt”) For displaying the summary of more than 10 elements, use the argument nbelements in the function summary()
####Interpretation of MCA outputs (http://www.sthda.com/english/articles/31-principal-component-methods-in-r-practical-guide/113-ca-correspondence-analysis-in-r-essentials/)
Eigenvalues/variances and screeplot The proportion of variances retained by the different dimensions (axes) can be extracted using the function get_eigenvalue() [in factoextra] as follow :
eigenvalues <- get_eigenvalue(res.mca)
head(round(eigenvalues, 2))
## eigenvalue variance.percent cumulative.variance.percent
## Dim.1 0.72 8.11 8.11
## Dim.2 0.31 3.51 11.62
## Dim.3 0.23 2.62 14.24
## Dim.4 0.21 2.37 16.60
## Dim.5 0.20 2.30 18.90
## Dim.6 0.20 2.24 21.15
SCREEPLOT factoextra::fviz_screeplot() (the percentages of inertia explained by the MCA dimensions):
fviz_screeplot(res.mca)
# It is possible that the two dimensions we chose are sufficient to explain data variance
MCA SCATTER plot: (Biplot of observ. and variable factors linked together) FactoMineR::plot.MCA()
# a simple format:
plot.MCA(res.mca)#, axes = c(1,2), choix=c("ind", "var"))
#plot(res.mca)
Note: x : An object of class MCA axes : A numeric vector of length 2 specifying the component to plot choix : The graph to be plotted. Possible values are “ind” for the individuals and “var” for the variables
same MCA BIPLOT with different package: factoextra::fviz_mca_biplot():
fviz_mca_biplot(res.mca)
# Change the theme
#fviz_mca_biplot(res.mca) +
# theme_minimal()
CONCLUSION ON BIPLOT: a global pattern within the data: rows (individuals) are represented by blue points and columns (variable categories) by red triangles. The distance between any row points or column points gives a measure of their similarity (or dissimilarity). Row points with similar profile are closed on the factor map. The same holds true for column points.
VARIABLE CATEGORIES
factoextra::get_mca_var() used to extract the results for variable categories. vs ca::mjca$rowcoord or $rowpcoord Output is a list containing the coordinates, the cos2 and the contribution of variable categories.
var <- get_mca_var(res.mca)
var
## Multiple Correspondence Analysis Results for variables
## ===================================================
## Name Description
## 1 "$coord" "Coordinates for categories"
## 2 "$cos2" "Cos2 for categories"
## 3 "$contrib" "contributions of categories"
Variables can be visualized:
plot(res.mca, choix = "var")
Cell.size and Cell.shape are correlated to both dimensions.
There is no given variable strongly correlated only to dim.2 alone…
The coordinates are the squared correlations between variables and the dimensions.
However, we need to investigate more.
Extracting Coordinates of variable categories to be used a s new predictors in model:
head(round(var$coord, 2))
## Dim 1 Dim 2 Dim 3 Dim 4 Dim 5
## Cl.thickness_1 -0.76 -0.19 0.17 -0.05 -0.13
## Cl.thickness_2 -0.65 -0.05 0.12 0.02 -0.33
## Cl.thickness_3 -0.50 0.12 0.01 -0.06 -0.01
## Cl.thickness_4 -0.45 0.06 0.15 0.01 0.31
## Cl.thickness_5 0.05 0.00 -0.34 -0.04 -0.02
## Cl.thickness_6 0.69 -0.21 0.36 0.52 -0.42
visualize only variable categories: (factoextra::fviz_mca_var())
# Default plot
#fviz_mca_var(res.mca)
fviz_mca_var(res.mca, col.var="black", shape.var = 70)
MEASURING CONTRIBUTION of variable categories (%) to the dimensions
head(round(var$contrib,2))
## Dim 1 Dim 2 Dim 3 Dim 4 Dim 5
## Cl.thickness_1 1.83 0.27 0.28 0.02 0.18
## Cl.thickness_2 0.47 0.01 0.05 0.00 0.44
## Cl.thickness_3 0.58 0.08 0.00 0.03 0.00
## Cl.thickness_4 0.35 0.01 0.12 0.00 0.60
## Cl.thickness_5 0.01 0.00 1.03 0.02 0.01
## Cl.thickness_6 0.36 0.07 0.30 0.70 0.47
The variable categories with the larger value, contribute the most to the definition of the dimensions.
The different categories in the table are:
categories <- rownames(var$coord)
length(categories)
## [1] 89
there are initial 89 categories in our data.
HIGHLIGHTs on MOST CONTR-G VAR-S for each dimension:
#install.packages("corrplot")
library("corrplot")
## corrplot 0.84 loaded
head(corrplot(var$contrib, is.corr = FALSE))
## Dim 1 Dim 2 Dim 3 Dim 4
## Cl.thickness_1 0.1378117042 0.0207148626 2.127337e-02 1.869176e-03
## Cl.thickness_2 0.0357631253 0.0005350944 3.990319e-03 1.017286e-04
## Cl.thickness_3 0.0434030398 0.0056765779 2.574009e-05 2.167341e-03
## Cl.thickness_4 0.0267095347 0.0011044249 9.370846e-03 2.942556e-05
## Cl.thickness_5 0.0006165451 0.0000000000 7.779277e-02 1.475081e-03
## Cl.thickness_6 0.0270696589 0.0055143641 2.237007e-02 5.249592e-02
## Dim 5
## Cl.thickness_1 0.0133554483
## Cl.thickness_2 0.0329050392
## Cl.thickness_3 0.0001171677
## Cl.thickness_4 0.0453055616
## Cl.thickness_5 0.0003907063
## Cl.thickness_6 0.0353811895
Bar plot of variable contributions: (factoextra::fviz_contrib())
# Contributions of variables on Dim.1
fviz_contrib(res.mca, choice = "var", axes = 1)
If the contribution of variable categories were uniform, the expected value would be 1/number_of_categories = 1/22 = 4.5%.
The red dashed line on the graph above indicates the expected average contribution. For a given dimension, any category with a contribution larger than this threshold could be considered as important in contributing to that dimension.
It can be seen that the categories … are the most important in the definition of the first dimension.
# Contributions of rows on Dim.2
fviz_contrib(res.mca, choice = "var", axes = 2)
Correlation between variables and principal dimensions
# Total contribution on Dim.1 and Dim.2
fviz_contrib(res.mca, choice = "var", axes = 1:2)
The total contribution of a category, on explaining the variations retained by Dim.1 and Dim.2, is calculated as follow : (C1 * Eig1) + (C2 * Eig2).
C1 and C2 are the contributions of the category to dimensions 1 and 2, respectively. Eig1 and Eig2 are the eigenvalues of dimensions 1 and 2, respectively.
The expected average contribution of a category for Dim.1 and Dim.2 is : (4.5 * Eig1) + (4.5 * Eig2) = (4.50.34) + (4.50.13) = 2.12%
If data contains many categories, the TOP CONTR-ING categories
fviz_contrib(res.mca, choice = "var", axes = 1, top = 10)
fviz_contrib(res.mca, choice = "var", axes = 1:2, top = 10)
#####CONCLUSION:
According to the categories contribution barplot, Cell.size, Cell.shape, Normal.nucleoli, Bare.nuclei, Marg.adhesion and Epith.c.size_2 will be included in Logistic Regression with their factors.
#Optional:
#A second option is to draw a SCATTERPLOT of categories and to highlight categories according to the amount of their contributions.
# Control category point colors using their contribution
# Possible values for the argument col.row are :
# "cos2", "contrib", "coord", "x", "y"
fviz_mca_var(res.mca, col.var = "contrib")+
scale_color_gradient2(low="white", mid="blue",
high="red", midpoint=2)+theme_minimal()
# Optional:
#TRANSPARENCY BY CONTRIB.
#fviz_mca_var(res.mca, alpha.var="contrib")+
#theme_minimal()
#Optional:
# TOP 10 contributing categories
fviz_mca_var(res.mca, select.var=list(contrib=10))
#Optional:
#Change individual colors by groups using the levels of the variable sick. The argument with factors and subfactors desired ='habillage':
#fviz_mca_ind(res.mca, label = "none", Cell.size=10)
#Add ellipses of point concentrations : the argument habillage is used to specify the factor variable for coloring the observations by groups.
#fviz_mca_ind(res.mca, label="none", Cell.shape=10,
# addEllipses = TRUE, ellipse.level = 0.95)
#Optional:
#top 5 contributing individuals and variable categories
fviz_mca_biplot(res.mca, select.ind = list(contrib = 5),
select.var = list(contrib = 5)) +
theme_minimal()
#Supplementary individuals/variable categories are not shown because they don’t contribute to the construction of the axes.
# Extracting coordinates for MCA individuals/observations:
coord = fviz_mca_ind(res.mca, select.ind = list(contrib = 10))+
theme_minimal()
coord
References: https://sebastianraschka.com/Articles/2014_python_lda.html
https://machinelearningmastery.com/linear-discriminant-analysis-for-machine-learning/ , https://sebastianraschka.com/Articles/2014_python_lda.html
Other cool sites: https://www.countbayesie.com/blog/2019/6/12/logistic-regression-from-bayes-theorem https://colah.github.io/posts/2014-03-NN-Manifolds-Topology/